From 1ed099140faca5d628141be8112b9aee06a48e34 Mon Sep 17 00:00:00 2001
From: DCCONSTRUCTIONS <dcconstructions@MacBook-Pro-DCCONSTRUCTIONS-2.local>
Date: Fri, 3 Jul 2026 08:43:37 +0300
Subject: [PATCH] feat(seo): wire AI workspace model flow

---
 seo_mode/seo_mode/.env.example                |  24 +
 seo_mode/seo_mode/app/src/App.tsx             | 599 ++++++++++++++++--
 seo_mode/seo_mode/app/src/api.ts              | 144 ++++-
 seo_mode/seo_mode/app/src/styles.css          |  61 ++
 seo_mode/seo_mode/package.json                |   1 +
 seo_mode/seo_mode/server/src/config/env.ts    |  33 +
 .../server/src/keywords/keywordCleaning.ts    | 299 ++++++++-
 .../server/src/keywords/keywordMap.ts         | 398 +++++++++---
 .../server/src/market/wordstatProvider.ts     |  11 +-
 .../server/src/market/wordstatRepository.ts   |  94 ++-
 .../src/modelContext/seoModelContext.ts       |   4 +-
 .../src/modelProvider/aiWorkspaceBridge.ts    | 479 ++++++++++++++
 .../modelProvider/aiWorkspaceBridgeConfig.ts  | 109 ++++
 .../modelProvider/modelProviderRegistry.ts    |  46 +-
 .../src/modelProvider/seoModelTaskRuns.ts     | 420 +++++++++++-
 .../src/normalization/seoNormalization.ts     |  41 +-
 .../src/settings/externalServiceSettings.ts   |  72 ++-
 .../seo_mode/server/src/settings/routes.ts    |  48 ++
 .../src/settings/seoAnalyticsModelBridge.ts   | 320 ++++++++++
 .../server/src/strategy/seoStrategy.ts        |  16 +-
 .../src/strategy/strategyQualityReview.ts     | 242 ++++++-
 .../server/src/strategy/strategySynthesis.ts  | 188 +++++-
 22 files changed, 3422 insertions(+), 227 deletions(-)
 create mode 100644 seo_mode/seo_mode/server/src/modelProvider/aiWorkspaceBridge.ts
 create mode 100644 seo_mode/seo_mode/server/src/modelProvider/aiWorkspaceBridgeConfig.ts
 create mode 100644 seo_mode/seo_mode/server/src/settings/seoAnalyticsModelBridge.ts

diff --git a/seo_mode/seo_mode/.env.example b/seo_mode/seo_mode/.env.example
index 4a9a418..ff4d590 100644
--- a/seo_mode/seo_mode/.env.example
+++ b/seo_mode/seo_mode/.env.example
@@ -19,9 +19,33 @@ WORDSTAT_PROVIDER=disabled
 # WORDSTAT_REGION_IDS=225
 # WORDSTAT_DEVICES=DEVICE_ALL
 # WORDSTAT_NUM_PHRASES=50
+# WORDSTAT_MAX_SEEDS_PER_RUN=40
 
 SERP_PROVIDER=disabled
 # SERP_API_BASE_URL=https://serp-provider.internal
 # SERP_API_TOKEN=change-me
 
+# SEO model-provider bridge through AI Workspace Assistant / AI Hub / remote Codex worker.
+# Keep disabled until a contract-only worker workspace and explicit owner/profile are configured.
+# Profiles:
+# - local: local AI Workspace Assistant at 127.0.0.1/localhost.
+# - deployed-hub: local SEO backend uses deployed https://ai-hub.nodedc.ru token-gated control-plane proxy.
+# - deploy-host: SEO backend runs inside deployed Docker network and talks to http://ai-workspace-assistant:18082.
+# - tunnel-local-e2e: explicit tunnel/Tailscale end-to-end test profile.
+SEO_AI_WORKSPACE_PROFILE=disabled
+# SEO_AI_WORKSPACE_CONTROL_URL=http://127.0.0.1:18082
+# SEO_AI_WORKSPACE_CONTROL_URL=https://ai-hub.nodedc.ru
+# SEO_AI_WORKSPACE_CONTROL_TOKEN=
+# Legacy aliases accepted:
+# SEO_AI_WORKSPACE_ASSISTANT_URL=
+# SEO_AI_WORKSPACE_ASSISTANT_TOKEN=
+# SEO_AI_WORKSPACE_OWNER_USER_ID=
+# SEO_AI_WORKSPACE_OWNER_EMAIL=
+# SEO_AI_WORKSPACE_OWNER_ROLE=
+# SEO_AI_WORKSPACE_OWNER_GROUPS=
+# SEO_AI_WORKSPACE_SELECTED_EXECUTOR_ID=
+# SEO_AI_WORKSPACE_CONTRACT_ONLY=1
+# SEO_AI_WORKSPACE_CONTRACT_WORKSPACE_PATH=/tmp/nodedc-seo-model-contracts
+# SEO_AI_WORKSPACE_TIMEOUT_MS=15000
+
 VITE_API_BASE_URL=http://localhost:4100
diff --git a/seo_mode/seo_mode/app/src/App.tsx b/seo_mode/seo_mode/app/src/App.tsx
index f9399fc..804af4b 100644
--- a/seo_mode/seo_mode/app/src/App.tsx
+++ b/seo_mode/seo_mode/app/src/App.tsx
@@ -57,6 +57,7 @@ import {
   buildPatchArtifact,
   approveKeywordMapDecisions,
   copyProject,
+  createSeoAnalyticsModelSetupCommand,
   deleteProject,
   downloadSemanticAnalysisExport,
   fetchExternalServiceSettings,
@@ -83,6 +84,7 @@ import {
   getPreviewPageUrl,
   importBrowserFolder,
   openPageWorkspace,
+  probeSeoAnalyticsModel,
   probeYandexAiStudioCredential,
   renameProject,
   resetPageWorkspace,
@@ -97,6 +99,7 @@ import {
   runSeoContextReview,
   runSeoModelTask,
   saveAnchorReviewDecisions,
+  saveManualKeywordCleaning,
   savePageSemanticBlocks,
   saveContentFieldDraft,
   savePageWorkspace,
@@ -131,6 +134,8 @@ import {
   type RewriteDiffContract,
   type RewritePlanContract,
   type SeoContextReviewRun,
+  type SeoAnalyticsModelProbe,
+  type SeoAnalyticsModelSetupCommand,
   type SeoStrategyContract,
   type SeoModelProviderStatusContract,
   type SeoModelTaskRun,
@@ -163,13 +168,17 @@ type WorkspaceMode = "auto" | "dev";
 type ExternalService = ExternalServiceSettings["services"][number];
 type ExternalServiceDraft = ExternalServiceUpdateInput;
 
+function sleep(ms: number) {
+  return new Promise((resolve) => window.setTimeout(resolve, ms));
+}
+
 const keywordCurationColumns: Array<{
   description: string;
   role: KeywordCurationRole;
   title: string;
 }> = [
   {
-    description: "предложенные, спорные или ещё не отнесённые запросы",
+    description: "не участвуют в стратегии",
     role: "validate",
     title: "Неразобранные"
   },
@@ -4307,6 +4316,18 @@ function SeoKeywordCleaningLane({
   );
 }
 
+function getKeywordCleaningStage5Candidates(keywordCleaning: KeywordCleaningContract) {
+  return keywordCleaning.items.filter(
+    (item) =>
+      item.decision !== "trash" &&
+      item.evidenceStatus === "collected" &&
+      item.frequency !== null &&
+      Boolean(item.targetPath) &&
+      Boolean(item.projectOntologyVersionId) &&
+      Boolean(item.wordstatResultId)
+  );
+}
+
 function KeywordCurationCard({
   item,
   role
@@ -4552,7 +4573,7 @@ function KeywordCurationBoard({
           <SlidersHorizontal size={20} />
           <div>
             <strong>Этап 3 · Распределение ключей</strong>
-            <small>Перетащи запросы между колонками, чтобы поправить модельную сортировку перед стратегией.</small>
+            <small>Модель распределяет, пользователь правит. Неразобранные не участвуют.</small>
           </div>
         </div>
         <button className="tiny-action" onClick={onReconfigure} type="button">
@@ -5346,12 +5367,12 @@ function getKeywordMapStateLabel(state: KeywordMapContract["state"]) {
 
 function getKeywordMapRoleLabel(role: KeywordMapContract["items"][number]["role"] | string) {
   const labels = {
-    differentiator: "дифф.",
-    primary: "главный",
-    secondary: "доп.",
+    differentiator: "уточняющие / УТП",
+    primary: "посадочное ядро",
+    secondary: "поддерживающее ядро",
     secondary_candidate: "кандидат",
-    support: "поддержка",
-    validate: "проверить"
+    support: "длинный хвост",
+    validate: "неразобранные"
   };
 
   return labels[role as keyof typeof labels] ?? role;
@@ -5928,6 +5949,18 @@ function getModelTaskRunStatusLabel(status: SeoModelTaskRun["status"]) {
   return labels[status];
 }
 
+function getModelTaskExecutionStatusLabel(status: SeoModelTaskRun["runStatus"]) {
+  const labels = {
+    cancelled: "отменено",
+    done: "готово",
+    failed: "ошибка",
+    queued: "в очереди",
+    running: "в работе"
+  };
+
+  return labels[status];
+}
+
 function getModelProviderStatusLabel(status: SeoModelProviderStatusContract["catalog"]["providers"][number]["status"]) {
   const labels = {
     active: "активен",
@@ -5951,6 +5984,7 @@ function getExternalServiceStatusLabel(status: ExternalService["status"]) {
 
 function getExternalServiceShortName(serviceId: ExternalService["id"]) {
   const labels = {
+    seo_analytics_model: "Аналитическая модель",
     yandex_cloud: "Yandex AI Studio / Cloud API key",
     yandex_metrica: "Yandex Metrica",
     yandex_search_serp: "Yandex SERP",
@@ -5963,9 +5997,12 @@ function getExternalServiceShortName(serviceId: ExternalService["id"]) {
 
 function getExternalMissingFieldLabel(fieldId: string) {
   const labels: Record<string, string> = {
+    aiWorkspaceProfile: "AI Workspace profile",
     apiKey: "Yandex AI Studio API key",
+    executorId: "Codex bridge executor",
     folderId: "folderId",
     iamToken: "IAM token",
+    seo_analytics_model: "Аналитическая модель",
     yandex_cloud: "Yandex AI Studio / Cloud API key"
   };
 
@@ -5986,6 +6023,10 @@ function buildExternalServiceDrafts(settings: ExternalServiceSettings) {
 }
 
 function getVisiblePublicFields(service: ExternalService, draft: ExternalServiceDraft | undefined) {
+  if (service.id === "seo_analytics_model") {
+    return [];
+  }
+
   if (service.id === "yandex_wordstat" && draft?.mode === "mcp_kv") {
     return service.publicFields.filter((field) => field.id === "mcpEndpoint");
   }
@@ -8472,6 +8513,7 @@ export function App() {
   const [interpretingSerpProjectId, setInterpretingSerpProjectId] = useState<string | null>(null);
   const [synthesizingStrategyProjectId, setSynthesizingStrategyProjectId] = useState<string | null>(null);
   const [reviewingStrategyQualityProjectId, setReviewingStrategyQualityProjectId] = useState<string | null>(null);
+  const [reviewingKeywordCleaningProjectId, setReviewingKeywordCleaningProjectId] = useState<string | null>(null);
   const [persistingKeywordMapProjectId, setPersistingKeywordMapProjectId] = useState<string | null>(null);
   const [materializingTargetKey, setMaterializingTargetKey] = useState<string | null>(null);
   const [buildingPatchProjectId, setBuildingPatchProjectId] = useState<string | null>(null);
@@ -8513,6 +8555,10 @@ export function App() {
   const [savingExternalServiceId, setSavingExternalServiceId] = useState<string | null>(null);
   const [probingExternalServiceId, setProbingExternalServiceId] = useState<string | null>(null);
   const [yandexAiStudioProbe, setYandexAiStudioProbe] = useState<YandexAiStudioProbe | null>(null);
+  const [seoAnalyticsModelProbe, setSeoAnalyticsModelProbe] = useState<SeoAnalyticsModelProbe | null>(null);
+  const [seoAnalyticsModelSetupCommand, setSeoAnalyticsModelSetupCommand] =
+    useState<SeoAnalyticsModelSetupCommand | null>(null);
+  const [generatingSeoAnalyticsModelCommand, setGeneratingSeoAnalyticsModelCommand] = useState(false);
   const [externalServicesError, setExternalServicesError] = useState<string | null>(null);
   const [externalServicesMessage, setExternalServicesMessage] = useState<string | null>(null);
 
@@ -8781,6 +8827,7 @@ export function App() {
 
       setExternalServices(result.externalServices);
       setExternalServiceDrafts(buildExternalServiceDrafts(result.externalServices));
+      void refreshSeoAnalyticsModelProbe(result.externalServices);
     } catch (error: unknown) {
       setExternalServicesError(getErrorMessage(error, "Не удалось загрузить внешние сервисы."));
     } finally {
@@ -8788,9 +8835,31 @@ export function App() {
     }
   }
 
+  async function refreshSeoAnalyticsModelProbe(settings: ExternalServiceSettings) {
+    const service = settings.services.find((item) => item.id === "seo_analytics_model");
+    const executorId = service?.publicConfig.executorId?.trim();
+
+    if (!service?.enabled || service.mode !== "local_codex" || !executorId) {
+      return;
+    }
+
+    setProbingExternalServiceId("seo_analytics_model");
+
+    try {
+      const result = await probeSeoAnalyticsModel({ executorId });
+      setSeoAnalyticsModelProbe(result.probe);
+    } catch (error: unknown) {
+      setExternalServicesError(getErrorMessage(error, "Не удалось проверить Codex bridge."));
+    } finally {
+      setProbingExternalServiceId((currentId) => (currentId === "seo_analytics_model" ? null : currentId));
+    }
+  }
+
   function openExternalServicesModal() {
     setIsExternalServicesOpen(true);
     setYandexAiStudioProbe(null);
+    setSeoAnalyticsModelProbe(null);
+    setSeoAnalyticsModelSetupCommand(null);
     void loadExternalServices();
   }
 
@@ -8884,6 +8953,84 @@ export function App() {
     }
   }
 
+  async function handleGenerateSeoAnalyticsModelCommand() {
+    setGeneratingSeoAnalyticsModelCommand(true);
+    setExternalServicesError(null);
+    setExternalServicesMessage(null);
+
+    try {
+      const currentExecutorId = externalServiceDrafts.seo_analytics_model?.publicConfig.executorId?.trim();
+      const result = await createSeoAnalyticsModelSetupCommand({
+        executorId: currentExecutorId || undefined
+      });
+
+      setSeoAnalyticsModelSetupCommand(result.setupCommand);
+      setExternalServiceDrafts((currentDrafts) => {
+        const currentDraft = currentDrafts.seo_analytics_model;
+
+        if (!currentDraft) {
+          return currentDrafts;
+        }
+
+        return {
+          ...currentDrafts,
+          seo_analytics_model: {
+            ...currentDraft,
+            publicConfig: {
+              ...currentDraft.publicConfig,
+              executorId: result.setupCommand.executor.id
+            }
+          }
+        };
+      });
+      setExternalServicesMessage("Codex bridge: setup command подготовлена.");
+    } catch (error: unknown) {
+      setExternalServicesError(getErrorMessage(error, "Не удалось подготовить Codex bridge setup command."));
+    } finally {
+      setGeneratingSeoAnalyticsModelCommand(false);
+    }
+  }
+
+  async function handleProbeSeoAnalyticsModel() {
+    setProbingExternalServiceId("seo_analytics_model");
+    setExternalServicesError(null);
+    setExternalServicesMessage(null);
+
+    try {
+      const executorId =
+        externalServiceDrafts.seo_analytics_model?.publicConfig.executorId?.trim() ||
+        seoAnalyticsModelSetupCommand?.executor.id ||
+        undefined;
+      const result = await probeSeoAnalyticsModel({ executorId });
+
+      setSeoAnalyticsModelProbe(result.probe);
+      setExternalServicesMessage(
+        result.probe.connection.ok
+          ? "Codex bridge: модель подключена."
+          : `Codex bridge: ${result.probe.connection.detail}`
+      );
+    } catch (error: unknown) {
+      setExternalServicesError(getErrorMessage(error, "Не удалось проверить Codex bridge."));
+    } finally {
+      setProbingExternalServiceId(null);
+    }
+  }
+
+  async function handleCopySeoAnalyticsModelCommand() {
+    const command = seoAnalyticsModelSetupCommand?.install.command;
+
+    if (!command) {
+      return;
+    }
+
+    try {
+      await navigator.clipboard.writeText(command);
+      setExternalServicesMessage("Codex bridge: команда скопирована.");
+    } catch (error: unknown) {
+      setExternalServicesError(getErrorMessage(error, "Не удалось скопировать команду."));
+    }
+  }
+
   async function loadProjects() {
     setProjectsLoading(true);
     setProjectsError(null);
@@ -10162,6 +10309,123 @@ export function App() {
     return marketResult.marketEnrichment.anchorReview;
   }
 
+  async function waitForSeoModelTaskCompletion(projectId: string, runId: string) {
+    const startedAt = Date.now();
+    let latestRun: SeoModelTaskRun | null = null;
+
+    while (Date.now() - startedAt < 10 * 60 * 1000) {
+      const statusResult = await fetchModelProviderStatus(projectId);
+      latestRun = statusResult.modelProvider.latestRuns.find((run) => run.runId === runId) ?? latestRun;
+
+      setModelProviderStatuses((currentStatuses) => ({
+        ...currentStatuses,
+        [projectId]: statusResult.modelProvider
+      }));
+
+      if (latestRun && latestRun.runStatus !== "queued" && latestRun.runStatus !== "running") {
+        return latestRun;
+      }
+
+      await sleep(3000);
+    }
+
+    throw new Error("Model task timeout: внешний Codex не вернул финальный результат за 10 минут.");
+  }
+
+  async function runAndWaitSeoModelTask(project: ProjectSummary, taskType: SeoModelTaskType) {
+    const taskKey = `${project.id}:${taskType}`;
+    setRunningModelTaskKey(taskKey);
+
+    try {
+      const result = await runSeoModelTask(project.id, { taskType });
+      const completedRun =
+        result.modelTaskRun.runStatus === "queued" || result.modelTaskRun.runStatus === "running"
+          ? await waitForSeoModelTaskCompletion(project.id, result.modelTaskRun.runId)
+          : result.modelTaskRun;
+
+      if (completedRun.runStatus === "failed") {
+        throw new Error(completedRun.errorMessage || `${getModelTaskTypeLabel(taskType)} завершилась ошибкой.`);
+      }
+
+      return completedRun;
+    } finally {
+      setRunningModelTaskKey(null);
+    }
+  }
+
+  async function refreshAfterSeoModelTask(project: ProjectSummary, taskType: SeoModelTaskType) {
+    if (taskType === "seo.keyword_cleaning") {
+      const [marketResult, keywordCleaningResult, keywordMapResult, strategyResult] = await Promise.all([
+        fetchLatestMarketEnrichment(project.id),
+        fetchLatestKeywordCleaning(project.id),
+        fetchLatestKeywordMap(project.id),
+        fetchLatestSeoStrategy(project.id)
+      ]);
+      setMarketEnrichments((currentEnrichments) => ({
+        ...currentEnrichments,
+        [project.id]: marketResult.marketEnrichment
+      }));
+      setKeywordCleanings((currentKeywordCleanings) => ({
+        ...currentKeywordCleanings,
+        [project.id]: keywordCleaningResult.keywordCleaning
+      }));
+      setKeywordMaps((currentKeywordMaps) => ({
+        ...currentKeywordMaps,
+        [project.id]: keywordMapResult.keywordMap
+      }));
+      setSeoStrategies((currentStrategies) => ({
+        ...currentStrategies,
+        [project.id]: strategyResult.strategy
+      }));
+      return;
+    }
+
+    if (taskType === "seo.strategy_synthesis") {
+      const [strategyResult, synthesisResult] = await Promise.all([
+        fetchLatestSeoStrategy(project.id),
+        fetchLatestStrategySynthesis(project.id)
+      ]);
+      setSeoStrategies((currentStrategies) => ({
+        ...currentStrategies,
+        [project.id]: strategyResult.strategy
+      }));
+      setStrategySyntheses((currentSyntheses) => ({
+        ...currentSyntheses,
+        [project.id]: synthesisResult.strategySynthesis
+      }));
+      return;
+    }
+
+    if (taskType === "seo.strategy_quality_review") {
+      const qualityResult = await fetchLatestStrategyQualityReview(project.id);
+      setStrategyQualityReviews((currentReviews) => ({
+        ...currentReviews,
+        [project.id]: qualityResult.strategyQualityReview
+      }));
+      return;
+    }
+
+    if (taskType === "seo.normalization") {
+      const [marketResult, keywordCleaningResult, keywordMapResult] = await Promise.all([
+        fetchLatestMarketEnrichment(project.id),
+        fetchLatestKeywordCleaning(project.id),
+        fetchLatestKeywordMap(project.id)
+      ]);
+      setMarketEnrichments((currentEnrichments) => ({
+        ...currentEnrichments,
+        [project.id]: marketResult.marketEnrichment
+      }));
+      setKeywordCleanings((currentKeywordCleanings) => ({
+        ...currentKeywordCleanings,
+        [project.id]: keywordCleaningResult.keywordCleaning
+      }));
+      setKeywordMaps((currentKeywordMaps) => ({
+        ...currentKeywordMaps,
+        [project.id]: keywordMapResult.keywordMap
+      }));
+    }
+  }
+
   async function handleAnchorReviewApproval(project: ProjectSummary) {
     setApprovingAnchorReviewProjectId(project.id);
     setAnchorReviewActionKey(`${project.id}:bulk`);
@@ -10171,13 +10435,18 @@ export function App() {
 
     try {
       const result = await saveAnchorReviewDecisions(project.id);
+      let keywordCleaningRun: SeoModelTaskRun | null = null;
+
       if (result.anchorReview.readiness.wordstatQueueCount > 0) {
         setEnrichingMarketProjectId(project.id);
         await runMarketEnrichment(project.id);
+        keywordCleaningRun = await runAndWaitSeoModelTask(project, "seo.keyword_cleaning");
       }
       await refreshAfterAnchorReviewDecision(project);
       setProjectActionMessage(
-        `Якоря сохранены: в Wordstat ${result.anchorReview.readiness.approvedAnchorCount}, очередь ${result.anchorReview.readiness.wordstatQueueCount}, на разборе ${result.anchorReview.readiness.pendingAnchorCount}. Wordstat обновлён по доступной очереди.`
+        `Якоря сохранены: в Wordstat ${result.anchorReview.readiness.approvedAnchorCount}, очередь ${result.anchorReview.readiness.wordstatQueueCount}, на разборе ${result.anchorReview.readiness.pendingAnchorCount}. Wordstat обновлён${
+          keywordCleaningRun ? `, очистка ключей: ${getModelTaskExecutionStatusLabel(keywordCleaningRun.runStatus)}.` : "."
+        }`
       );
     } catch (error: unknown) {
       setProjectActionError(getErrorMessage(error, "Не удалось сохранить anchor review."));
@@ -10217,20 +10486,21 @@ export function App() {
     setProjectActionProjectId(project.id);
 
     try {
-      const result = await runSeoModelTask(project.id, {
-        providerId: "codex_manual",
-        taskType
-      });
-      const statusResult = await fetchModelProviderStatus(project.id);
+      const result = await runSeoModelTask(project.id, { taskType });
+      const completedRun =
+        result.modelTaskRun.runStatus === "queued" || result.modelTaskRun.runStatus === "running"
+          ? await waitForSeoModelTaskCompletion(project.id, result.modelTaskRun.runId)
+          : result.modelTaskRun;
 
-      setModelProviderStatuses((currentStatuses) => ({
-        ...currentStatuses,
-        [project.id]: statusResult.modelProvider
-      }));
+      if (completedRun.runStatus === "failed") {
+        throw new Error(completedRun.errorMessage || `${getModelTaskTypeLabel(taskType)} завершилась ошибкой.`);
+      }
+
+      await refreshAfterSeoModelTask(project, taskType);
       setProjectActionMessage(
-        `${getModelTaskTypeLabel(taskType)}: ${getModelTaskRunStatusLabel(result.modelTaskRun.status)} · примерно ${
-          result.modelTaskRun.estimate.inputTokenEstimate
-        } входных токенов.`
+        `${getModelTaskTypeLabel(taskType)}: ${getModelTaskExecutionStatusLabel(completedRun.runStatus)} · provider ${
+          completedRun.provider.title
+        } · примерно ${completedRun.estimate.inputTokenEstimate} входных токенов.`
       );
     } catch (error: unknown) {
       setProjectActionError(getErrorMessage(error, "Не удалось подготовить задачу модели."));
@@ -10239,6 +10509,73 @@ export function App() {
     }
   }
 
+  async function handleKeywordCleaningManualReview(project: ProjectSummary) {
+    setReviewingKeywordCleaningProjectId(project.id);
+    setProjectActionError(null);
+    setProjectActionMessage(null);
+    setProjectActionProjectId(project.id);
+
+    try {
+      const currentCleaning = keywordCleanings[project.id] ?? (await fetchLatestKeywordCleaning(project.id)).keywordCleaning;
+
+      if (!currentCleaning.modelTask) {
+        throw new Error("Нет keyword cleaning model task: сначала нужен semantic analysis и market evidence.");
+      }
+
+      const modelTaskResult = await runSeoModelTask(project.id, {
+        providerId: "codex_manual",
+        taskType: "seo.keyword_cleaning"
+      });
+      const savedCleaning = await saveManualKeywordCleaning(project.id, currentCleaning);
+      const [keywordMapResult, strategyResult, rewritePlanResult, materializationResult, rewriteDiffResult, statusResult] =
+        await Promise.all([
+          fetchLatestKeywordMap(project.id),
+          fetchLatestSeoStrategy(project.id),
+          fetchLatestRewritePlan(project.id),
+          fetchLatestMaterialization(project.id),
+          fetchLatestRewriteDiff(project.id),
+          fetchModelProviderStatus(project.id)
+        ]);
+
+      setKeywordCleanings((currentKeywordCleanings) => ({
+        ...currentKeywordCleanings,
+        [project.id]: savedCleaning.keywordCleaning
+      }));
+      setKeywordMaps((currentKeywordMaps) => ({
+        ...currentKeywordMaps,
+        [project.id]: keywordMapResult.keywordMap
+      }));
+      setSeoStrategies((currentStrategies) => ({
+        ...currentStrategies,
+        [project.id]: strategyResult.strategy
+      }));
+      setRewritePlans((currentRewritePlans) => ({
+        ...currentRewritePlans,
+        [project.id]: rewritePlanResult.rewritePlan
+      }));
+      setMaterializationContracts((currentContracts) => ({
+        ...currentContracts,
+        [project.id]: materializationResult.materialization
+      }));
+      setRewriteDiffContracts((currentContracts) => ({
+        ...currentContracts,
+        [project.id]: rewriteDiffResult.rewriteDiff
+      }));
+      setModelProviderStatuses((currentStatuses) => ({
+        ...currentStatuses,
+        [project.id]: statusResult.modelProvider
+      }));
+      invalidateStrategyQualityReview(project.id);
+      setProjectActionMessage(
+        `Keyword cleaning зафиксирован как Codex/manual evidence: ${savedCleaning.keywordCleaning.readiness.keywordMapCandidateCount} exact-кандидатов. Карта ключей: ${getKeywordMapStateLabel(keywordMapResult.keywordMap.state)} · ${getModelTaskRunStatusLabel(modelTaskResult.modelTaskRun.status)}.`
+      );
+    } catch (error: unknown) {
+      setProjectActionError(getErrorMessage(error, "Не удалось зафиксировать keyword cleaning review."));
+    } finally {
+      setReviewingKeywordCleaningProjectId(null);
+    }
+  }
+
   async function handleProjectOntologyApproval(
     project: ProjectSummary,
     ontology: ProjectOntologyVersion,
@@ -10640,6 +10977,24 @@ export function App() {
       }));
       if (input?.jumpToStrategy) {
         setActiveStageIndex(5);
+        const synthesisRun = await runAndWaitSeoModelTask(project, "seo.strategy_synthesis");
+        const [nextStrategyResult, synthesisResult] = await Promise.all([
+          fetchLatestSeoStrategy(project.id),
+          fetchLatestStrategySynthesis(project.id)
+        ]);
+        setSeoStrategies((currentStrategies) => ({
+          ...currentStrategies,
+          [project.id]: nextStrategyResult.strategy
+        }));
+        setStrategySyntheses((currentSyntheses) => ({
+          ...currentSyntheses,
+          [project.id]: synthesisResult.strategySynthesis
+        }));
+        setProjectActionMessage(
+          `Распределение ключей сохранено: решений ${result.savedDecisionCount}, привязок ${
+            result.savedMapItemCount
+          }. Синтез стратегии: ${getModelTaskExecutionStatusLabel(synthesisRun.runStatus)}.`
+        );
       }
     } catch (error: unknown) {
       setProjectActionError(getErrorMessage(error, "Не удалось сохранить keyword decisions."));
@@ -13087,6 +13442,67 @@ export function App() {
                         ))}
                       </div>
 
+                      {service.id === "seo_analytics_model" && draft.enabled && draft.mode === "local_codex" ? (
+                        <div className="service-command-panel">
+                          <div className="service-command-head">
+                            <strong>Codex bridge</strong>
+                            <span
+                              className={
+                                seoAnalyticsModelProbe?.connection.ok || service.status === "configured" ? "ok" : "idle"
+                              }
+                            >
+                              {seoAnalyticsModelProbe?.connection.ok
+                                ? "подключена"
+                                : probingExternalServiceId === service.id
+                                  ? "проверяю..."
+                                  : service.status === "configured" && draft.publicConfig.executorId
+                                    ? "сохранена"
+                                    : "ожидает проверки"}
+                            </span>
+                          </div>
+                          {seoAnalyticsModelSetupCommand ? (
+                            <>
+                              <pre>{seoAnalyticsModelSetupCommand.install.command}</pre>
+                              <small>
+                                executor {seoAnalyticsModelSetupCommand.executor.name}
+                                {seoAnalyticsModelSetupCommand.setupCode.expiresAt
+                                  ? ` · code expires ${new Date(
+                                      seoAnalyticsModelSetupCommand.setupCode.expiresAt
+                                    ).toLocaleString("ru-RU")}`
+                                  : ""}
+                              </small>
+                            </>
+                          ) : (
+                            <small>NPM command появится после генерации setup-code.</small>
+                          )}
+                        </div>
+                      ) : null}
+
+                      {service.id === "seo_analytics_model" && seoAnalyticsModelProbe ? (
+                        <div className="service-probe-result">
+                          <div>
+                            <strong>Статус модели</strong>
+                            <span>{seoAnalyticsModelProbe.profile}</span>
+                          </div>
+                          <ul>
+                            <li className={seoAnalyticsModelProbe.config.configured ? "ok" : "error"}>
+                              <span>AI Workspace config</span>
+                              <small>
+                                {seoAnalyticsModelProbe.config.configured
+                                  ? `ok · ${seoAnalyticsModelProbe.config.assistantUrl ?? "assistant URL"}`
+                                  : seoAnalyticsModelProbe.config.errors.join(" ")}
+                              </small>
+                            </li>
+                            <li className={seoAnalyticsModelProbe.connection.ok ? "ok" : "error"}>
+                              <span>{seoAnalyticsModelProbe.executor.name ?? "Codex bridge executor"}</span>
+                              <small>
+                                {seoAnalyticsModelProbe.executor.status} · {seoAnalyticsModelProbe.connection.detail}
+                              </small>
+                            </li>
+                          </ul>
+                        </div>
+                      ) : null}
+
                       {service.id === "yandex_cloud" && yandexAiStudioProbe ? (
                         <div className="service-probe-result">
                           <div>
@@ -13132,6 +13548,45 @@ export function App() {
                             {probingExternalServiceId === service.id ? "Проверяю..." : "Проверить"}
                           </button>
                         ) : null}
+                        {service.id === "seo_analytics_model" ? (
+                          <>
+                            <button
+                              className="tiny-action"
+                              disabled={isSaving || generatingSeoAnalyticsModelCommand || !draft.enabled || draft.mode !== "local_codex"}
+                              onClick={() => void handleGenerateSeoAnalyticsModelCommand()}
+                              type="button"
+                            >
+                              {generatingSeoAnalyticsModelCommand ? (
+                                <Loader2 className="spin" size={14} />
+                              ) : (
+                                <Server size={14} />
+                              )}
+                              {generatingSeoAnalyticsModelCommand ? "Генерирую..." : "NPM command"}
+                            </button>
+                            <button
+                              className="tiny-action"
+                              disabled={isSaving || !seoAnalyticsModelSetupCommand?.install.command}
+                              onClick={() => void handleCopySeoAnalyticsModelCommand()}
+                              type="button"
+                            >
+                              <Copy size={14} />
+                              Скопировать
+                            </button>
+                            <button
+                              className="tiny-action"
+                              disabled={isSaving || probingExternalServiceId === service.id || !draft.enabled || draft.mode !== "local_codex"}
+                              onClick={() => void handleProbeSeoAnalyticsModel()}
+                              type="button"
+                            >
+                              {probingExternalServiceId === service.id ? (
+                                <Loader2 className="spin" size={14} />
+                              ) : (
+                                <RefreshCw size={14} />
+                              )}
+                              {probingExternalServiceId === service.id ? "Проверяю..." : "Проверить"}
+                            </button>
+                          </>
+                        ) : null}
                         <button
                           className="tiny-action primary"
                           disabled={isSaving}
@@ -13687,6 +14142,7 @@ export function App() {
                     );
                     const activeAnchorReviewFilter = anchorReviewFilters[project.id] ?? "proposed";
                     const keywordCurationOverrides = keywordCurationRoleOverrides[project.id] ?? {};
+                    const keywordCleaningStage5Candidates = keywordCleaning ? getKeywordCleaningStage5Candidates(keywordCleaning) : [];
                     const keywordPlanDecision = keywordMap ? getKeywordPlanDecision(keywordMap) : null;
                     const keywordPagePlans = keywordMap ? getKeywordPlanPageSummaries(keywordMap) : [];
                     const keywordReviewItems = keywordMap ? getKeywordPlanReviewItems(keywordMap) : [];
@@ -13706,10 +14162,11 @@ export function App() {
                     const isEnrichingMarket = enrichingMarketProjectId === project.id;
                     const showKeywordAnalysisPending = Boolean(anchorReviewReady && (isEnrichingMarket || !keywordWordstatFresh));
                     const showKeywordDemandAnalysis = Boolean(anchorReviewReady && keywordWordstatFresh && !isEnrichingMarket);
-                    const isInterpretingSerp = interpretingSerpProjectId === project.id;
-                    const isSynthesizingStrategy = synthesizingStrategyProjectId === project.id;
-	                    const isReviewingStrategyQuality = reviewingStrategyQualityProjectId === project.id;
-	                    const isPersistingKeywordMap = persistingKeywordMapProjectId === project.id;
+	                    const isInterpretingSerp = interpretingSerpProjectId === project.id;
+	                    const isSynthesizingStrategy = synthesizingStrategyProjectId === project.id;
+		                    const isReviewingStrategyQuality = reviewingStrategyQualityProjectId === project.id;
+		                    const isReviewingKeywordCleaning = reviewingKeywordCleaningProjectId === project.id;
+		                    const isPersistingKeywordMap = persistingKeywordMapProjectId === project.id;
 	                    const isBuildingPatch = buildingPatchProjectId === project.id;
 	                    const isRunningPatchDryRun = patchArtifact
 	                      ? runningPatchDryRunKey === `${project.id}:${patchArtifact.changesetId}`
@@ -16858,48 +17315,72 @@ export function App() {
                                           ) : null}
                                         </div>
 
-                                        {keywordCleaning && !wordstatOutdated ? (
-                                          <>
-                                            <div className="market-normalization-card keyword-cleaning-card">
-                                              <div>
+	                                        {keywordCleaning && !wordstatOutdated ? (
+	                                          <>
+	                                            <div className="market-normalization-card keyword-cleaning-card">
+	                                              <div>
 	                                                <span>Очистка фраз</span>
-                                                <strong>{keywordCleaning.summary}</strong>
-                                                <small>
+	                                                <strong>{keywordCleaning.summary}</strong>
+	                                                <small>
 	                                                  После Wordstat и разбора выдачи: что можно пустить в SEO-план, что оставить в запасе, что
-                                                  проверить и что выкинуть.
-                                                </small>
-                                                <div className="market-normalization-stats">
+	                                                  проверить и что выкинуть.
+	                                                </small>
+	                                                <div className="market-normalization-stats">
 	                                                  <span>{keywordCleaning.provider.mode === "codex_manual" ? "модель" : "резерв"}</span>
-                                                  <span>{keywordCleaning.analystReview.status}</span>
-	                                                  <span>Главные {keywordCleaning.readiness.useCount}</span>
-	                                                  <span>Поддержка {keywordCleaning.readiness.supportCount}</span>
+	                                                  <span>{keywordCleaning.analystReview.status}</span>
+	                                                  <span>Stage 5 {keywordCleaning.readiness.keywordMapCandidateCount}</span>
+	                                                  <span>Exact {keywordCleaning.readiness.exactEvidenceCount}</span>
 	                                                  <span>Контент {keywordCleaning.readiness.articleCount}</span>
 	                                                  <span>Риск {keywordCleaning.readiness.riskyCount}</span>
 	                                                  <span>Мусор {keywordCleaning.readiness.trashCount}</span>
-                                                </div>
-                                              </div>
-                                              <button
-                                                className="tiny-action"
-                                                disabled={!keywordCleaning.modelTask || isRunningKeywordCleaningModelTask}
-                                                onClick={() => void handleSeoModelTaskRun(project, "seo.keyword_cleaning")}
-                                                type="button"
-                                              >
-                                                {isRunningKeywordCleaningModelTask ? (
-                                                  <Loader2 className="spin" size={14} />
-                                                ) : (
-                                                  <KeyRound size={14} />
-                                                )}
-                                                {isRunningKeywordCleaningModelTask ? "Готовлю..." : "Маршрут модели"}
-                                              </button>
-                                            </div>
+	                                                </div>
+	                                              </div>
+	                                              <div className="model-provider-actions">
+	                                                <button
+	                                                className="tiny-action"
+	                                                disabled={!keywordCleaning.modelTask || isRunningKeywordCleaningModelTask || isReviewingKeywordCleaning}
+	                                                onClick={() => void handleSeoModelTaskRun(project, "seo.keyword_cleaning")}
+	                                                type="button"
+	                                              >
+	                                                {isRunningKeywordCleaningModelTask ? (
+	                                                    <Loader2 className="spin" size={14} />
+	                                                  ) : (
+	                                                    <KeyRound size={14} />
+	                                                )}
+	                                                {isRunningKeywordCleaningModelTask ? "Готовлю..." : "Маршрут модели"}
+	                                              </button>
+	                                                <button
+	                                                  className="tiny-action primary"
+	                                                  disabled={
+	                                                    !keywordCleaning.modelTask ||
+	                                                    isRunningKeywordCleaningModelTask ||
+	                                                    isReviewingKeywordCleaning ||
+	                                                    keywordCleaning.provider.mode === "codex_manual"
+	                                                  }
+	                                                  onClick={() => void handleKeywordCleaningManualReview(project)}
+	                                                  type="button"
+	                                                >
+	                                                  {isReviewingKeywordCleaning ? (
+	                                                    <Loader2 className="spin" size={14} />
+	                                                  ) : (
+	                                                    <CheckCircle2 size={14} />
+	                                                  )}
+	                                                  {isReviewingKeywordCleaning
+	                                                    ? "Фиксирую..."
+	                                                    : keywordCleaning.provider.mode === "codex_manual"
+	                                                      ? "Проверка сохранена"
+	                                                      : "Зафиксировать проверку"}
+	                                                </button>
+	                                              </div>
+	                                            </div>
 
-                                            <div className="market-normalization-review keyword-cleaning-review">
-                                              <SeoKeywordCleaningLane
-                                                emptyLabel="Нет фраз для плана правок"
-                                                items={[...keywordCleaning.lanes.use, ...keywordCleaning.lanes.support]}
-                                                subtitle="только это попадёт в карту фраз"
-                                                title="В SEO-план"
-                                              />
+	                                            <div className="market-normalization-review keyword-cleaning-review">
+	                                              <SeoKeywordCleaningLane
+	                                                emptyLabel="Нет exact-кандидатов для Stage 5"
+	                                                items={keywordCleaningStage5Candidates}
+	                                                subtitle="пойдут в доску распределения"
+	                                                title="В Stage 5"
+	                                              />
                                               <SeoKeywordCleaningLane
                                                 emptyLabel="Очередь пустая"
                                                 items={keywordCleaning.lanes.article}
diff --git a/seo_mode/seo_mode/app/src/api.ts b/seo_mode/seo_mode/app/src/api.ts
index 67231dd..3900e7d 100644
--- a/seo_mode/seo_mode/app/src/api.ts
+++ b/seo_mode/seo_mode/app/src/api.ts
@@ -1100,6 +1100,47 @@ export type SeoModelProviderCatalog = {
   providers: SeoModelProviderDescriptor[];
 };
 
+export type SeoModelTaskAiWorkspaceDispatch = {
+  schemaVersion: "seo-ai-workspace-dispatch.v1";
+  profile: "deploy-host" | "deployed-hub" | "disabled" | "local" | "tunnel-local-e2e";
+  assistantThreadId: string;
+  assistantMessageId: string;
+  bridgeRequestId: string;
+  bridgeMode: string;
+  accepted: boolean;
+  dispatchedAt: string;
+  selectedExecutorId: string | null;
+  contractWorkspacePath: string;
+};
+
+export type SeoModelTaskModelOutput = {
+  schemaVersion: "seo-model-output.v1";
+  source: "ai_workspace";
+  status: "dispatch_accepted" | "schema_invalid" | "schema_valid";
+  aiWorkspace: SeoModelTaskAiWorkspaceDispatch;
+  rawText: string | null;
+  parsedJson: Record<string, unknown> | null;
+  validation: {
+    ok: boolean;
+    errors: string[];
+    warnings: string[];
+  } | null;
+};
+
+export type SeoModelTaskPersistedResult = {
+  schemaVersion: "seo-model-persisted-result.v1";
+  status: "promoted_to_domain_evidence" | "stored_as_model_task_evidence";
+  runType:
+    | "keyword_cleaning"
+    | "seo_model_task"
+    | "seo_normalization"
+    | "seo_strategy_quality_review"
+    | "seo_strategy_synthesis";
+  runId: string;
+  sourceModelTaskRunId?: string;
+  note: string;
+};
+
 export type SeoModelTaskRun = {
   schemaVersion: "seo-model-task-run.v1";
   runId: string;
@@ -1137,8 +1178,8 @@ export type SeoModelTaskRun = {
     inputTokenEstimate: number;
     outputTokenBudget: number;
   };
-  modelOutput: null;
-  persistedResult: null;
+  modelOutput: SeoModelTaskModelOutput | null;
+  persistedResult: SeoModelTaskPersistedResult | null;
   nextActions: string[];
 };
 
@@ -2034,14 +2075,27 @@ export type RewriteDiffContract = {
 export type ExternalServiceSettings = {
   schemaVersion: "external-service-settings.v1";
   services: Array<{
-    id: "yandex_cloud" | "yandex_metrica" | "yandex_search_serp" | "yandex_webmaster" | "yandex_wordstat";
+    id:
+      | "seo_analytics_model"
+      | "yandex_cloud"
+      | "yandex_metrica"
+      | "yandex_search_serp"
+      | "yandex_webmaster"
+      | "yandex_wordstat";
     label: string;
     description: string;
     implementationStatus: "active" | "planned";
     status: "configured" | "disabled" | "missing_required" | "not_implemented";
     enabled: boolean;
     mode: string;
-    dependsOn: Array<"yandex_cloud" | "yandex_metrica" | "yandex_search_serp" | "yandex_webmaster" | "yandex_wordstat">;
+    dependsOn: Array<
+      | "seo_analytics_model"
+      | "yandex_cloud"
+      | "yandex_metrica"
+      | "yandex_search_serp"
+      | "yandex_webmaster"
+      | "yandex_wordstat"
+    >;
     modes: Array<{
       id: string;
       label: string;
@@ -2112,6 +2166,56 @@ export type YandexAiStudioProbe = {
   }>;
 };
 
+export type SeoAnalyticsModelSetupCommand = {
+  schemaVersion: "seo-analytics-model-setup-command.v1";
+  generatedAt: string;
+  profile: string;
+  executor: {
+    id: string;
+    name: string;
+    status: "checking" | "error" | "offline" | "online" | "unknown";
+    statusDetail: string;
+  };
+  install: {
+    command: string;
+    packageName: string;
+    packageSpec: string;
+    gatewayUrl: string;
+    expiresAt: string | null;
+  };
+  setupCode: {
+    suffix: string | null;
+    expiresAt: string | null;
+  };
+};
+
+export type SeoAnalyticsModelProbe = {
+  schemaVersion: "seo-analytics-model-probe.v1";
+  checkedAt: string;
+  profile: string;
+  config: {
+    configured: boolean;
+    assistantUrl: string | null;
+    selectedExecutorId: string | null;
+    contractWorkspacePath: string | null;
+    errors: string[];
+    warnings: string[];
+  };
+  executor: {
+    id: string | null;
+    name: string | null;
+    status: "checking" | "error" | "not_configured" | "offline" | "online" | "unknown";
+    statusDetail: string;
+    lastSeenAt: string | null;
+  };
+  connection: {
+    ok: boolean;
+    status: "connected" | "error" | "missing_config" | "not_configured" | "offline";
+    detail: string;
+  };
+  check: Record<string, unknown> | null;
+};
+
 export type PageWorkspace = {
   projectId: string;
   pageId: string;
@@ -3129,6 +3233,38 @@ export async function probeYandexAiStudioCredential(phrase?: string) {
   return response.json() as Promise<{ probe: YandexAiStudioProbe }>;
 }
 
+export async function createSeoAnalyticsModelSetupCommand(input: { executorId?: string; port?: number } = {}) {
+  const response = await fetch(`${apiBaseUrl}/settings/external-services/seo_analytics_model/setup-command`, {
+    method: "POST",
+    headers: {
+      "Content-Type": "application/json"
+    },
+    body: JSON.stringify(input)
+  });
+
+  if (!response.ok) {
+    throw new Error(await getErrorMessage(response, `Не удалось подготовить Codex bridge setup command: ${response.status}`));
+  }
+
+  return response.json() as Promise<{ setupCommand: SeoAnalyticsModelSetupCommand }>;
+}
+
+export async function probeSeoAnalyticsModel(input: { executorId?: string } = {}) {
+  const response = await fetch(`${apiBaseUrl}/settings/external-services/seo_analytics_model/probe`, {
+    method: "POST",
+    headers: {
+      "Content-Type": "application/json"
+    },
+    body: JSON.stringify(input)
+  });
+
+  if (!response.ok) {
+    throw new Error(await getErrorMessage(response, `Не удалось проверить Codex bridge: ${response.status}`));
+  }
+
+  return response.json() as Promise<{ probe: SeoAnalyticsModelProbe }>;
+}
+
 export async function updateProjectPageSelection(projectId: string, pageIds: string[], selected: boolean) {
   const response = await fetch(`${apiBaseUrl}/projects/${projectId}/pages/selection`, {
     method: "PATCH",
diff --git a/seo_mode/seo_mode/app/src/styles.css b/seo_mode/seo_mode/app/src/styles.css
index 9e60193..b84a55a 100644
--- a/seo_mode/seo_mode/app/src/styles.css
+++ b/seo_mode/seo_mode/app/src/styles.css
@@ -522,6 +522,67 @@ input {
   font-weight: 780;
 }
 
+.service-command-panel {
+  display: grid;
+  gap: 8px;
+  padding: 10px;
+  background: rgba(30, 30, 30, 0.04);
+  border: 1px solid var(--line);
+  border-radius: 8px;
+}
+
+.service-command-head {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  gap: 10px;
+}
+
+.service-command-head strong {
+  color: var(--ink);
+  font-size: 12px;
+  font-weight: 900;
+}
+
+.service-command-head span {
+  display: inline-flex;
+  align-items: center;
+  min-height: 22px;
+  padding: 0 8px;
+  color: #70521f;
+  background: rgba(112, 82, 31, 0.07);
+  border: 1px solid var(--line);
+  border-radius: 999px;
+  font-size: 11px;
+  font-weight: 900;
+}
+
+.service-command-head span.ok {
+  color: #2f6b4f;
+  background: rgba(47, 107, 79, 0.08);
+}
+
+.service-command-panel pre {
+  max-height: 118px;
+  margin: 0;
+  overflow: auto;
+  padding: 9px;
+  color: #f5f5f5;
+  background: #1f2428;
+  border-radius: 7px;
+  font-size: 12px;
+  line-height: 1.45;
+  white-space: pre-wrap;
+  word-break: break-word;
+}
+
+.service-command-panel small {
+  color: var(--muted);
+  font-size: 12px;
+  font-weight: 680;
+  line-height: 1.35;
+}
+
 .service-card-footer {
   align-items: center;
   padding-top: 2px;
diff --git a/seo_mode/seo_mode/package.json b/seo_mode/seo_mode/package.json
index ca93080..b5ff07a 100644
--- a/seo_mode/seo_mode/package.json
+++ b/seo_mode/seo_mode/package.json
@@ -16,6 +16,7 @@
     "check:semantic-block-runtime": "npm run check:semantic-block-runtime -w server",
     "check:semantic-blocks": "npm run check:semantic-blocks -w server",
     "check:source-models": "npm run check:source-models -w server",
+    "check:ontology-universality": "npm run check:ontology-universality -w server",
     "typecheck": "npm run typecheck -w server && npm run typecheck -w app",
     "db:migrate": "npm run db:migrate -w server"
   },
diff --git a/seo_mode/seo_mode/server/src/config/env.ts b/seo_mode/seo_mode/server/src/config/env.ts
index 5834daf..1b2f8e8 100644
--- a/seo_mode/seo_mode/server/src/config/env.ts
+++ b/seo_mode/seo_mode/server/src/config/env.ts
@@ -25,9 +25,25 @@ const envSchema = z.object({
   WORDSTAT_REGION_IDS: z.string().default("225"),
   WORDSTAT_DEVICES: z.string().default("DEVICE_ALL"),
   WORDSTAT_NUM_PHRASES: z.coerce.number().int().positive().default(50),
+  WORDSTAT_MAX_SEEDS_PER_RUN: z.coerce.number().int().positive().max(80).default(40),
   SERP_PROVIDER: z.enum(["disabled", "external_api"]).default("disabled"),
   SERP_API_BASE_URL: z.string().url().optional(),
   SERP_API_TOKEN: z.string().optional(),
+  SEO_AI_WORKSPACE_PROFILE: z
+    .enum(["disabled", "local", "deployed-hub", "deploy-host", "tunnel-local-e2e"])
+    .default("disabled"),
+  SEO_AI_WORKSPACE_CONTROL_URL: z.string().url().optional(),
+  SEO_AI_WORKSPACE_CONTROL_TOKEN: z.string().optional(),
+  SEO_AI_WORKSPACE_ASSISTANT_URL: z.string().url().optional(),
+  SEO_AI_WORKSPACE_ASSISTANT_TOKEN: z.string().optional(),
+  SEO_AI_WORKSPACE_OWNER_USER_ID: z.string().optional(),
+  SEO_AI_WORKSPACE_OWNER_EMAIL: z.string().optional(),
+  SEO_AI_WORKSPACE_OWNER_ROLE: z.string().optional(),
+  SEO_AI_WORKSPACE_OWNER_GROUPS: z.string().default(""),
+  SEO_AI_WORKSPACE_SELECTED_EXECUTOR_ID: z.string().optional(),
+  SEO_AI_WORKSPACE_CONTRACT_WORKSPACE_PATH: z.string().optional(),
+  SEO_AI_WORKSPACE_CONTRACT_ONLY: booleanFromString.default(false),
+  SEO_AI_WORKSPACE_TIMEOUT_MS: z.coerce.number().int().positive().max(60_000).default(15_000),
   PREVIEW_CHROME_PATH: z.string().optional(),
   PREVIEW_SNAPSHOT_CONCURRENCY: z.coerce.number().int().positive().max(4).default(2),
   PREVIEW_SNAPSHOT_WAIT_MS: z.coerce.number().int().nonnegative().max(10_000).default(1400)
@@ -57,6 +73,7 @@ export const env = {
       regionIds: parsedEnv.WORDSTAT_REGION_IDS.split(",").map((item) => item.trim()).filter(Boolean),
       devices: parsedEnv.WORDSTAT_DEVICES.split(",").map((item) => item.trim()).filter(Boolean),
       numPhrases: parsedEnv.WORDSTAT_NUM_PHRASES,
+      maxSeedsPerRun: parsedEnv.WORDSTAT_MAX_SEEDS_PER_RUN,
       hasApiToken: Boolean(parsedEnv.WORDSTAT_API_TOKEN)
     },
     serp: {
@@ -65,6 +82,22 @@ export const env = {
       hasApiToken: Boolean(parsedEnv.SERP_API_TOKEN)
     }
   },
+  aiWorkspace: {
+    profile: parsedEnv.SEO_AI_WORKSPACE_PROFILE,
+    assistantUrl: parsedEnv.SEO_AI_WORKSPACE_CONTROL_URL ?? parsedEnv.SEO_AI_WORKSPACE_ASSISTANT_URL,
+    assistantToken: parsedEnv.SEO_AI_WORKSPACE_CONTROL_TOKEN ?? parsedEnv.SEO_AI_WORKSPACE_ASSISTANT_TOKEN,
+    contractOnly: parsedEnv.SEO_AI_WORKSPACE_CONTRACT_ONLY,
+    contractWorkspacePath: parsedEnv.SEO_AI_WORKSPACE_CONTRACT_WORKSPACE_PATH,
+    selectedExecutorId: parsedEnv.SEO_AI_WORKSPACE_SELECTED_EXECUTOR_ID,
+    requestTimeoutMs: parsedEnv.SEO_AI_WORKSPACE_TIMEOUT_MS,
+    owner: {
+      userId: parsedEnv.SEO_AI_WORKSPACE_OWNER_USER_ID,
+      email: parsedEnv.SEO_AI_WORKSPACE_OWNER_EMAIL,
+      role: parsedEnv.SEO_AI_WORKSPACE_OWNER_ROLE,
+      groups: parsedEnv.SEO_AI_WORKSPACE_OWNER_GROUPS.split(",").map((item) => item.trim()).filter(Boolean)
+    },
+    hasAssistantToken: Boolean(parsedEnv.SEO_AI_WORKSPACE_CONTROL_TOKEN ?? parsedEnv.SEO_AI_WORKSPACE_ASSISTANT_TOKEN)
+  },
   preview: {
     chromePath: parsedEnv.PREVIEW_CHROME_PATH || "/Applications/Google Chrome.app/Contents/MacOS/Google Chrome",
     snapshotConcurrency: parsedEnv.PREVIEW_SNAPSHOT_CONCURRENCY,
diff --git a/seo_mode/seo_mode/server/src/keywords/keywordCleaning.ts b/seo_mode/seo_mode/server/src/keywords/keywordCleaning.ts
index 5388176..0eb5a33 100644
--- a/seo_mode/seo_mode/server/src/keywords/keywordCleaning.ts
+++ b/seo_mode/seo_mode/server/src/keywords/keywordCleaning.ts
@@ -1,10 +1,13 @@
 import { pool } from "../db/client.js";
 import { getMarketEnrichmentContract, type MarketEnrichmentContract } from "../market/marketEnrichment.js";
 
-type KeywordCleaningProviderMode = "codex_manual" | "deterministic_fallback";
+type KeywordCleaningProviderMode = "codex_manual" | "codex_workspace" | "deterministic_fallback";
 type KeywordCleaningDecision = "article" | "risky" | "support" | "trash" | "use";
 type KeywordCleaningSource = "manual" | "normalization_seed" | "serp" | "wordstat_related" | "wordstat_seed";
 
+const KEYWORD_CLEANING_DECISIONS: KeywordCleaningDecision[] = ["use", "support", "article", "risky", "trash"];
+const KEYWORD_CLEANING_DECISION_SET = new Set<string>(KEYWORD_CLEANING_DECISIONS);
+
 export type KeywordCleaningModelTaskContract = {
   taskType: "seo.keyword_cleaning";
   schemaVersion: "seo-keyword-cleaning-task.v1";
@@ -26,10 +29,64 @@ export type KeywordCleaningModelTaskContract = {
     wordstatResultCount: number;
     wordstatJobStatus: string | null;
   };
+  input: {
+    approvedAnchors: Array<{
+      phrase: string;
+      clusterId: string;
+      clusterTitle: string;
+      intentType: string;
+      marketRole: string;
+      priority: string;
+      confidence: number;
+      normalizedFrom: string[];
+    }>;
+    landingBriefs: Array<{
+      path: string;
+      action: string;
+      priority: string;
+      qualityScore: number | null;
+      seedPhrases: string[];
+      evidenceStatus: string;
+    }>;
+    normalizationIntentGroups: Array<{
+      id: string;
+      title: string;
+      intentType: string;
+      priority: string;
+      marketHypothesis: string;
+      wordstatQueries: string[];
+      excludedPhrases: string[];
+    }>;
+    seedQueue: Array<{
+      phrase: string;
+      clusterId: string;
+      clusterTitle: string;
+      priority: string;
+      source: string;
+      intentType: string | null;
+      marketRole: string | null;
+      evidenceStatus: string;
+      frequency: number | null;
+      frequencyGroup: string | null;
+      relatedCount: number;
+      targetPath: string | null;
+      projectOntologyVersionId: string | null;
+      wordstatResultId: string | null;
+    }>;
+    wordstatTopResults: Array<{
+      id: string;
+      phrase: string;
+      sourcePhrase: string | null;
+      frequency: number | null;
+      frequencyGroup: string | null;
+      region: string | null;
+    }>;
+  };
   outputSchema: {
     schemaVersion: "keyword-cleaning.v1";
     requiredTopLevelKeys: string[];
     itemRequiredKeys: string[];
+    decisionValues: KeywordCleaningDecision[];
   };
   decisionPolicy: {
     useRequiresExactEvidence: boolean;
@@ -174,6 +231,36 @@ function unique(values: string[]) {
   return result;
 }
 
+function normalizeKeywordCleaningDecision(value: unknown): KeywordCleaningDecision {
+  const decision = String(value || "").trim();
+
+  if (KEYWORD_CLEANING_DECISION_SET.has(decision)) {
+    return decision as KeywordCleaningDecision;
+  }
+
+  if (decision === "route_keyword_map") {
+    return "use";
+  }
+
+  if (decision === "mark_risky_for_human" || decision === "preserve_unresolved") {
+    return "risky";
+  }
+
+  if (decision === "keep_article_backlog") {
+    return "article";
+  }
+
+  if (decision === "reject_noise") {
+    return "trash";
+  }
+
+  if (decision === "preserve_evidence_refs") {
+    return "support";
+  }
+
+  return "risky";
+}
+
 function getDefaultAnalystReview(): KeywordCleaningContract["analystReview"] {
   return {
     notes: [],
@@ -392,6 +479,115 @@ function getBaseItems(contract: MarketEnrichmentContract) {
   return [...seedItems, ...relatedItems];
 }
 
+function mergeModelProviderItemsWithMarketEvidence(
+  items: KeywordCleaningItem[],
+  market: MarketEnrichmentContract
+): KeywordCleaningItem[] {
+  const baseItems = getBaseItems(market);
+  const baseById = new Map(baseItems.map((item) => [item.id, item]));
+  const baseByPhrase = new Map(baseItems.map((item) => [item.normalizedPhrase, item]));
+  const baseByWordstatResultId = new Map(
+    baseItems
+      .filter((item) => item.wordstatResultId)
+      .map((item) => [item.wordstatResultId as string, item])
+  );
+
+  return items.map((item) => {
+    const normalizedPhrase = normalizePhrase(item.normalizedPhrase || item.phrase);
+    const base =
+      (item.wordstatResultId ? baseByWordstatResultId.get(item.wordstatResultId) : null) ??
+      (item.id ? baseById.get(item.id) : null) ??
+      baseByPhrase.get(normalizedPhrase) ??
+      null;
+
+    return {
+      ...item,
+      clusterId: base?.clusterId ?? item.clusterId ?? "model-provider",
+      clusterTitle: base?.clusterTitle ?? item.clusterTitle ?? item.phrase,
+      evidenceRefs: unique([
+        ...(base?.evidenceRefs ?? []),
+        ...(Array.isArray(item.evidenceRefs) ? item.evidenceRefs : [])
+      ]),
+      evidenceStatus: base?.evidenceStatus ?? item.evidenceStatus ?? "not_collected",
+      frequency: base?.frequency ?? item.frequency ?? null,
+      frequencyGroup: base?.frequencyGroup ?? item.frequencyGroup ?? null,
+      id: base?.id ?? item.id ?? `model:${slugify(item.phrase)}`,
+      intentType: base?.intentType ?? item.intentType ?? null,
+      marketRole: base?.marketRole ?? item.marketRole ?? null,
+      normalizedPhrase: base?.normalizedPhrase ?? normalizedPhrase,
+      phrase: base?.phrase ?? item.phrase,
+      priority: base?.priority ?? item.priority ?? "medium",
+      projectOntologyVersionId:
+        base?.projectOntologyVersionId ?? item.projectOntologyVersionId ?? market.projectOntologyVersion?.id ?? null,
+      relatedCount: base?.relatedCount ?? item.relatedCount ?? 0,
+      seedSource: base?.seedSource ?? item.seedSource ?? "detected",
+      source: base?.source ?? item.source ?? "manual",
+      sourcePhrase: base?.sourcePhrase ?? item.sourcePhrase ?? null,
+      targetPath: base?.targetPath ?? item.targetPath ?? null,
+      wordstatResultId: base?.wordstatResultId ?? item.wordstatResultId ?? null
+    };
+  });
+}
+
+function buildKeywordCleaningModelInput(contract: MarketEnrichmentContract): KeywordCleaningModelTaskContract["input"] {
+  const briefPhraseMap = buildBriefPhraseMap(contract);
+  const briefClusterMap = buildBriefClusterMap(contract);
+
+  return {
+    approvedAnchors: contract.anchorReview.wordstatQueue.slice(0, 80).map((anchor) => ({
+      clusterId: anchor.clusterId,
+      clusterTitle: anchor.clusterTitle,
+      confidence: anchor.confidence,
+      intentType: anchor.intentType,
+      marketRole: anchor.marketRole,
+      normalizedFrom: anchor.normalizedFrom,
+      phrase: anchor.phrase,
+      priority: anchor.priority
+    })),
+    landingBriefs: contract.briefEvidence.slice(0, 40).map((brief) => ({
+      action: brief.action,
+      evidenceStatus: brief.evidenceStatus,
+      path: brief.path,
+      priority: brief.priority,
+      qualityScore: brief.qualityScore,
+      seedPhrases: brief.seedPhrases.slice(0, 10)
+    })),
+    normalizationIntentGroups: contract.normalization.intentGroups.slice(0, 40).map((group) => ({
+      excludedPhrases: group.excludedPhrases.slice(0, 12).map((item) => item.phrase),
+      id: group.id,
+      intentType: group.intentType,
+      marketHypothesis: group.marketHypothesis,
+      priority: group.priority,
+      title: group.title,
+      wordstatQueries: group.wordstatQueries.slice(0, 12)
+    })),
+    seedQueue: contract.seedQueue.slice(0, 120).map((seed) => ({
+      clusterId: seed.clusterId,
+      clusterTitle: seed.clusterTitle,
+      evidenceStatus: seed.evidenceStatus,
+      frequency: seed.frequency,
+      frequencyGroup: seed.frequencyGroup,
+      intentType: seed.normalization?.intentType ?? null,
+      marketRole: seed.normalization?.marketRole ?? null,
+      phrase: seed.phrase,
+      priority: seed.priority,
+      projectOntologyVersionId: seed.projectOntologyVersionId,
+      relatedCount: seed.relatedCount,
+      source: seed.source,
+      targetPath: getTargetPath(seed, briefPhraseMap, briefClusterMap),
+      wordstatResultId: seed.wordstatResultId
+    })),
+    wordstatTopResults: contract.wordstat.topResults.slice(0, 120).map((result) => ({
+      frequency: result.frequency,
+      frequencyGroup: result.frequencyGroup,
+      id: result.id,
+      phrase: result.phrase,
+      region: result.region,
+      sourcePhrase: result.sourcePhrase
+    }))
+  };
+}
+
 function getClassification(item: KeywordCleaningItem, contextTokens: Set<string>) {
   const blockers: string[] = [];
   const exactEvidence = item.frequency !== null;
@@ -507,7 +703,9 @@ function buildReadiness(items: KeywordCleaningItem[], lanes: KeywordCleaningCont
   return {
     articleCount: lanes.article.length,
     exactEvidenceCount: items.filter((item) => item.frequency !== null).length,
-    keywordMapCandidateCount: lanes.use.length + lanes.support.length,
+    keywordMapCandidateCount: items.filter(
+      (item) => item.decision !== "trash" && item.evidenceStatus === "collected" && item.frequency !== null && item.targetPath
+    ).length,
     missingPageBindingCount: items.filter((item) => item.targetPath === null && item.decision !== "trash").length,
     riskyCount: lanes.risky.length,
     sourcePhraseCount: items.length,
@@ -545,7 +743,9 @@ function buildKeywordCleaningModelTask(
       wordstatJobStatus: contract.wordstat.latestJob?.status ?? null,
       wordstatResultCount: contract.wordstat.summary.resultCount
     },
+    input: buildKeywordCleaningModelInput(contract),
     outputSchema: {
+      decisionValues: KEYWORD_CLEANING_DECISIONS,
       itemRequiredKeys: [
         "id",
         "phrase",
@@ -562,9 +762,12 @@ function buildKeywordCleaningModelTask(
         "semanticRunId",
         "provider",
         "analystReview",
+        "source",
+        "modelTask",
         "readiness",
         "lanes",
         "items",
+        "summary",
         "nextActions"
       ],
       schemaVersion: "keyword-cleaning.v1"
@@ -575,7 +778,7 @@ function buildKeywordCleaningModelTask(
     schemaVersion: "seo-keyword-cleaning-task.v1",
     semanticRunId: contract.semanticRunId,
     stopConditions: [
-      "Не отправлять trash/risky в keyword map как approved decision.",
+      "Не отправлять trash в keyword map. Risky/article exact-фразы можно только предсортировать в Stage 3, но не считать approved без пользователя.",
       "Не придумывать спрос без Wordstat/SERP evidence.",
       "Не менять бизнес-вектор сайта; соседние рынки держать как article/backlog proposal.",
       "Не сохранять rewrite/apply decisions."
@@ -613,7 +816,7 @@ function buildNextActions(contract: Omit<KeywordCleaningContract, "nextActions">
   }
 
   actions.push(
-    `В keyword map передавать только use/support: ${contract.readiness.keywordMapCandidateCount} кандидатов с evidence и page binding.`
+    `В Stage 3 keyword map предсортировать ${contract.readiness.keywordMapCandidateCount} exact-кандидатов в 5 колонок; финальные роли фиксирует пользователь.`
   );
 
   return actions;
@@ -704,8 +907,18 @@ function normalizeKeywordCleaningOutput(
 
   const items = output.items.map((item) => ({
     ...item,
-    blockers: Array.isArray(item.blockers) ? unique(item.blockers) : [],
+    blockers: Array.isArray(item.blockers)
+      ? unique([
+          ...item.blockers,
+          KEYWORD_CLEANING_DECISION_SET.has(String(item.decision || "").trim())
+            ? ""
+            : `model_decision_alias:${String(item.decision || "").trim() || "empty"}`
+        ].filter(Boolean))
+      : KEYWORD_CLEANING_DECISION_SET.has(String(item.decision || "").trim())
+        ? []
+        : [`model_decision_alias:${String(item.decision || "").trim() || "empty"}`],
     confidence: Math.max(0, Math.min(1, item.confidence)),
+    decision: normalizeKeywordCleaningDecision(item.decision),
     evidenceRefs: Array.isArray(item.evidenceRefs) ? unique(item.evidenceRefs) : [],
     normalizedPhrase: normalizePhrase(item.normalizedPhrase || item.phrase)
   }));
@@ -720,7 +933,7 @@ function normalizeKeywordCleaningOutput(
     provider: {
       message: providerMessage,
       mode: providerMode,
-      modelRequired: true
+      modelRequired: providerMode !== "codex_manual"
     },
     readiness,
     sourceTaskId: output.modelTask.taskId,
@@ -775,7 +988,15 @@ export async function getKeywordCleaningContract(projectId: string): Promise<Key
     return fallbackContract;
   }
 
-  return (await getLatestAlignedKeywordCleaning(projectId, market.semanticRunId, market.wordstat.latestJob?.id ?? null)) ?? fallbackContract;
+  const latest = await getLatestAlignedKeywordCleaning(projectId, market.semanticRunId, market.wordstat.latestJob?.id ?? null);
+
+  return latest
+    ? {
+        ...latest,
+        modelTask: fallbackContract.modelTask,
+        sourceTaskId: fallbackContract.sourceTaskId
+      }
+    : fallbackContract;
 }
 
 export async function saveKeywordCleaningManual(
@@ -815,3 +1036,67 @@ export async function saveKeywordCleaningManual(
 
   return run;
 }
+
+export async function saveKeywordCleaningFromModelProvider(
+  projectId: string,
+  output: KeywordCleaningContract,
+  sourceModelTaskRunId: string
+): Promise<KeywordCleaningContract> {
+  const market = await getMarketEnrichmentContract(projectId);
+  const modelTask = buildKeywordCleaningModelTask(projectId, market);
+
+  if (market.semanticRunId && output.semanticRunId && output.semanticRunId !== market.semanticRunId) {
+    throw new Error("Keyword cleaning output semanticRunId не совпадает с текущим market enrichment.");
+  }
+
+  const alignedOutput: KeywordCleaningContract = {
+    ...output,
+    items: mergeModelProviderItemsWithMarketEvidence(output.items, market),
+    modelTask,
+    projectOntologyVersion: market.projectOntologyVersion,
+    semanticRunId: market.semanticRunId,
+    source: {
+      ...output.source,
+      marketGeneratedAt: market.generatedAt,
+      marketSeedCount: market.seedQueue.length,
+      marketState: market.state,
+      wordstatJobId: market.wordstat.latestJob?.id ?? null,
+      wordstatJobStatus: market.wordstat.latestJob?.status ?? null,
+      wordstatResultCount: market.wordstat.summary.resultCount
+    },
+    sourceTaskId: modelTask?.taskId ?? null
+  };
+  const normalizedOutput = normalizeKeywordCleaningOutput(
+    projectId,
+    alignedOutput,
+    "codex_workspace",
+    "AI Workspace Codex provider выполнил seo.keyword_cleaning по contract-only task; результат сохранён как evidence после backend validation."
+  );
+  const result = await pool.query<KeywordCleaningRunRow>(
+    `
+      insert into runs (project_id, run_type, status, input, output, started_at, completed_at)
+      values ($1, 'keyword_cleaning', 'done', $2::jsonb, $3::jsonb, now(), now())
+      returning id, status, input, output, error_message, started_at, completed_at, created_at;
+    `,
+    [
+      projectId,
+      JSON.stringify({
+        providerMode: "codex_workspace",
+        schemaVersion: "keyword-cleaning-model-provider-input.v1",
+        semanticRunId: normalizedOutput.semanticRunId,
+        sourceModelTaskRunId,
+        sourceTaskId: normalizedOutput.sourceTaskId,
+        taskType: "seo.keyword_cleaning",
+        wordstatJobId: normalizedOutput.source.wordstatJobId
+      }),
+      JSON.stringify(normalizedOutput)
+    ]
+  );
+  const run = result.rows[0] ? mapKeywordCleaningRun(result.rows[0]) : null;
+
+  if (!run) {
+    throw new Error("Не удалось сохранить AI Workspace keyword cleaning.");
+  }
+
+  return run;
+}
diff --git a/seo_mode/seo_mode/server/src/keywords/keywordMap.ts b/seo_mode/seo_mode/server/src/keywords/keywordMap.ts
index 8b2bdc4..e0fe430 100644
--- a/seo_mode/seo_mode/server/src/keywords/keywordMap.ts
+++ b/seo_mode/seo_mode/server/src/keywords/keywordMap.ts
@@ -151,46 +151,238 @@ function buildBriefPhraseMap(contract: MarketEnrichmentContract) {
   return phraseMap;
 }
 
-function getKeywordRole(
-  item: KeywordCleaningItem,
-  indexInTarget: number,
-  targetHasCorePhrase: boolean,
-  reviewedOntology: boolean
-): KeywordMapRole {
-  if (reviewedOntology && isHybridSecondaryCandidate(item)) {
-    return "secondary_candidate";
+function getKeywordWordCount(value: string) {
+  return normalizePhrase(value).split(/\s+/).filter(Boolean).length;
+}
+
+const KEYWORD_FACET_STOP_WORDS = new Set([
+  "a",
+  "an",
+  "and",
+  "by",
+  "for",
+  "in",
+  "of",
+  "on",
+  "or",
+  "the",
+  "to",
+  "без",
+  "в",
+  "для",
+  "и",
+  "или",
+  "как",
+  "на",
+  "о",
+  "об",
+  "от",
+  "по",
+  "при",
+  "с",
+  "со",
+  "что",
+  "это"
+]);
+
+const GENERIC_MARKET_FACET_STEMS = new Set([
+  "автоматизац",
+  "автоматизаци",
+  "бизнес",
+  "данн",
+  "задач",
+  "инструмент",
+  "компан",
+  "контур",
+  "модул",
+  "платформ",
+  "приложен",
+  "процесс",
+  "проект",
+  "разработк",
+  "решен",
+  "сервис",
+  "систем",
+  "сайт",
+  "управлен",
+  "услуг"
+]);
+
+type SemanticFacetGuard = {
+  approvedAnchorCount: number;
+  dominantProtectedStems: Set<string>;
+  stemDocumentCounts: Map<string, number>;
+};
+
+function stemKeywordToken(token: string) {
+  const normalizedToken = token.toLocaleLowerCase("ru-RU").replace(/ё/g, "е");
+
+  if (/^(ai|ии)$/i.test(normalizedToken) || /^(artificial|intelligence)$/i.test(normalizedToken)) {
+    return "ai";
   }
 
-  if (reviewedOntology && isBroadArticleBacklogPhrase(item.phrase)) {
+  if (/^(искусствен|интеллект)/i.test(normalizedToken)) {
+    return "ai";
+  }
+
+  if (/^[a-z0-9]+$/i.test(normalizedToken)) {
+    return normalizedToken.toLowerCase();
+  }
+
+  return normalizedToken.replace(
+    /(иями|ями|ами|ого|его|ому|ему|ыми|ими|ых|их|ией|иям|ям|ам|ях|ах|ов|ев|ей|ой|ый|ий|ая|яя|ое|ее|ые|ие|ую|юю|ом|ем|а|я|ы|и|у|ю|е|о)$/i,
+    ""
+  );
+}
+
+function getKeywordFacetStems(value: string) {
+  return new Set(
+    normalizePhrase(value)
+      .replace(/ё/g, "е")
+      .split(/[^a-zа-я0-9]+/i)
+      .map((token) => token.trim())
+      .filter((token) => token.length > 1 && !KEYWORD_FACET_STOP_WORDS.has(token))
+      .map(stemKeywordToken)
+      .filter((stem) => stem.length > 1 && !KEYWORD_FACET_STOP_WORDS.has(stem))
+  );
+}
+
+function buildSemanticFacetGuard(contract: MarketEnrichmentContract): SemanticFacetGuard {
+  const stemDocumentCounts = new Map<string, number>();
+  const anchorPhrases = contract.anchorReview.wordstatQueue.map((anchor) => anchor.phrase);
+
+  for (const phrase of anchorPhrases) {
+    for (const stem of getKeywordFacetStems(phrase)) {
+      stemDocumentCounts.set(stem, (stemDocumentCounts.get(stem) ?? 0) + 1);
+    }
+  }
+
+  const guardBase = {
+    approvedAnchorCount: anchorPhrases.length,
+    stemDocumentCounts
+  };
+  const dominantProtectedStems = new Set(
+    [...stemDocumentCounts.entries()]
+      .filter(([stem, count]) => isProtectedSemanticFacetStem(stem, guardBase) && count / Math.max(anchorPhrases.length, 1) >= 0.3)
+      .map(([stem]) => stem)
+  );
+
+  return {
+    ...guardBase,
+    dominantProtectedStems
+  };
+}
+
+function isProtectedSemanticFacetStem(stem: string, guard: Pick<SemanticFacetGuard, "approvedAnchorCount" | "stemDocumentCounts">) {
+  if (GENERIC_MARKET_FACET_STEMS.has(stem)) {
+    return false;
+  }
+
+  if (/^[a-z0-9]+$/i.test(stem)) {
+    return true;
+  }
+
+  const documentShare = guard.approvedAnchorCount > 0 ? (guard.stemDocumentCounts.get(stem) ?? 0) / guard.approvedAnchorCount : 0;
+
+  return stem.length >= 7 || documentShare >= 0.18;
+}
+
+function getProtectedSourceFacetStems(item: KeywordCleaningItem, guard: SemanticFacetGuard) {
+  if (!item.sourcePhrase) {
+    return new Set<string>();
+  }
+
+  const sourceStems = getKeywordFacetStems(`${item.sourcePhrase} ${item.clusterTitle}`);
+
+  return new Set([...sourceStems].filter((stem) => isProtectedSemanticFacetStem(stem, guard)));
+}
+
+function getMissingSemanticFacetStems(item: KeywordCleaningItem, guard: SemanticFacetGuard) {
+  if (item.source !== "wordstat_related") {
+    return [];
+  }
+
+  const protectedStems = getProtectedSourceFacetStems(item, guard);
+
+  if (protectedStems.size === 0) {
+    return [];
+  }
+
+  const phraseStems = getKeywordFacetStems(item.phrase);
+  const matchedStems = [...protectedStems].filter((stem) => phraseStems.has(stem));
+
+  return matchedStems.length === 0 ? [...protectedStems] : [];
+}
+
+function hasSemanticFacetLoss(item: KeywordCleaningItem, guard: SemanticFacetGuard) {
+  return getMissingSemanticFacetStems(item, guard).length > 0;
+}
+
+function missesDominantProjectFacet(item: KeywordCleaningItem, guard: SemanticFacetGuard) {
+  if (guard.dominantProtectedStems.size === 0) {
+    return false;
+  }
+
+  const phraseStems = getKeywordFacetStems(item.phrase);
+
+  return [...guard.dominantProtectedStems].every((stem) => !phraseStems.has(stem));
+}
+
+function getKeywordPriorityWeight(priority: KeywordCleaningItem["priority"]) {
+  if (priority === "high") return 3;
+  if (priority === "medium") return 2;
+  return 1;
+}
+
+function canModelRouteKeyword(item: KeywordCleaningItem, guard?: SemanticFacetGuard) {
+  return (
+    item.evidenceStatus === "collected" &&
+    item.frequency !== null &&
+    Boolean(item.projectOntologyVersionId) &&
+    Boolean(item.wordstatResultId) &&
+    Boolean(item.targetPath) &&
+    (!guard || (!hasSemanticFacetLoss(item, guard) && !missesDominantProjectFacet(item, guard)))
+  );
+}
+
+function isLongTailKeywordCandidate(item: KeywordCleaningItem) {
+  return item.priority === "low" || getKeywordWordCount(item.phrase) >= 5 || (item.frequency !== null && item.frequency < 50);
+}
+
+function isClarifyingKeywordCandidate(item: KeywordCleaningItem) {
+  const text = getKeywordProfileText(item);
+
+  return (
+    item.marketRole === "integration" ||
+    item.intentType === "deployment_security" ||
+    item.intentType === "integration" ||
+    /(^|\s)(api|bim|crm|mcp|1с|3d|digital twin|on[-\s]?premise)(\s|$)/i.test(text) ||
+    /(интеграц|архитект|безопас|облак|workspace|документооборот|утп|дифференц)/i.test(text)
+  );
+}
+
+function getKeywordRole(item: KeywordCleaningItem, indexInTarget: number, guard: SemanticFacetGuard): KeywordMapRole {
+  if (!canModelRouteKeyword(item, guard)) {
     return "validate";
   }
 
-  if (
-    !reviewedOntology ||
-    item.decision === "article" ||
-    item.decision === "risky" ||
-    item.evidenceStatus === "collected_no_signal" ||
-    item.evidenceStatus === "collected_related_only" ||
-    item.evidenceStatus === "collection_failed" ||
-    item.evidenceStatus === "not_collected" ||
-    item.evidenceStatus === "not_configured"
-  ) {
-    return "validate";
-  }
-
-  if (targetHasCorePhrase && isAiDifferentiatorCandidate(item)) {
-    return "differentiator";
-  }
-
-  if (item.decision === "support") {
-    return "support";
-  }
-
-  if (indexInTarget === 0 && item.priority === "high") {
+  if (indexInTarget === 0 && item.priority === "high" && !isLongTailKeywordCandidate(item)) {
     return "primary";
   }
 
-  if (item.priority === "high" || item.frequency !== null) {
+  if (isLongTailKeywordCandidate(item)) {
+    return "support";
+  }
+
+  if (indexInTarget <= 7 && (item.priority === "high" || item.priority === "medium") && item.decision !== "article") {
+    return "secondary";
+  }
+
+  if (isClarifyingKeywordCandidate(item)) {
+    return "differentiator";
+  }
+
+  if (item.priority === "high" || item.priority === "medium") {
     return "secondary";
   }
 
@@ -229,36 +421,44 @@ function buildBlockers(contract: MarketEnrichmentContract, cleaning: KeywordClea
 
 function buildItems(contract: MarketEnrichmentContract, cleaning: KeywordCleaningContract, reviewedOntology: boolean) {
   const targetCounts = new Map<string, number>();
-  const sourceItems = cleaning.items.filter((item) => item.decision !== "trash").slice(0, 120);
-  const targetHasCorePhrase = sourceItems.reduce<Map<string, boolean>>((accumulator, item) => {
-    const rawTargetPath = item.targetPath;
-    const targetKey = rawTargetPath ?? item.clusterId;
-    const canAnchorTarget =
-      reviewedOntology &&
-      item.decision !== "article" &&
-      item.decision !== "risky" &&
-      item.evidenceStatus === "collected" &&
-      item.frequency !== null &&
-      !isBroadArticleBacklogPhrase(item.phrase) &&
-      !isHybridSecondaryCandidate(item) &&
-      !isAiDifferentiatorCandidate(item);
+  const semanticFacetGuard = buildSemanticFacetGuard(contract);
+  const sourceItems = cleaning.items
+    .filter((item) => item.decision !== "trash")
+    .sort((left, right) => {
+      const leftRouteWeight = canModelRouteKeyword(left, semanticFacetGuard) ? 1 : 0;
+      const rightRouteWeight = canModelRouteKeyword(right, semanticFacetGuard) ? 1 : 0;
 
-    if (canAnchorTarget) {
-      accumulator.set(targetKey, true);
-    }
+      if (leftRouteWeight !== rightRouteWeight) {
+        return rightRouteWeight - leftRouteWeight;
+      }
 
-    return accumulator;
-  }, new Map());
+      const leftPriorityWeight = getKeywordPriorityWeight(left.priority);
+      const rightPriorityWeight = getKeywordPriorityWeight(right.priority);
+
+      if (leftPriorityWeight !== rightPriorityWeight) {
+        return rightPriorityWeight - leftPriorityWeight;
+      }
+
+      const leftFrequency = left.frequency ?? -1;
+      const rightFrequency = right.frequency ?? -1;
+
+      if (leftFrequency !== rightFrequency) {
+        return rightFrequency - leftFrequency;
+      }
+
+      return normalizePhrase(left.phrase).localeCompare(normalizePhrase(right.phrase), "ru");
+    })
+    .slice(0, 120);
 
   return sourceItems.map((item) => {
     const rawTargetPath = item.targetPath;
     const targetKey = rawTargetPath ?? item.clusterId;
     const indexInTarget = targetCounts.get(targetKey) ?? 0;
-    const role = getKeywordRole(item, indexInTarget, targetHasCorePhrase.get(targetKey) ?? false, reviewedOntology);
-    const targetPath = item.decision === "article" || role === "secondary_candidate" || isBroadArticleBacklogPhrase(item.phrase) ? null : rawTargetPath;
+    const role = getKeywordRole(item, indexInTarget, semanticFacetGuard);
+    const targetPath = role === "secondary_candidate" ? null : rawTargetPath;
     const relatedLanding = targetPath === null && rawTargetPath ? rawTargetPath : null;
 
-    if (targetPath && role !== "validate" && role !== "differentiator" && item.decision !== "support") {
+    if (targetPath && role !== "validate") {
       targetCounts.set(targetKey, indexInTarget + 1);
     }
 
@@ -277,7 +477,7 @@ function buildItems(contract: MarketEnrichmentContract, cleaning: KeywordCleanin
       frequencyGroup: item.frequencyGroup,
       projectOntologyVersionId: item.projectOntologyVersionId,
       wordstatResultId: item.wordstatResultId,
-      reason: getKeywordMapItemReason(item, role, targetPath, reviewedOntology)
+      reason: getKeywordMapItemReason(item, role, targetPath, reviewedOntology, semanticFacetGuard)
     };
   });
 }
@@ -286,10 +486,11 @@ function getKeywordMapItemReason(
   item: KeywordCleaningItem,
   role: KeywordMapRole,
   targetPath: string | null,
-  reviewedOntology: boolean
+  reviewedOntology: boolean,
+  semanticFacetGuard: SemanticFacetGuard
 ) {
   if (!reviewedOntology) {
-    return "Фразу нельзя закреплять без reviewed ontology.";
+    return "Модель предварительно распределила фразу, но фиксация ждёт reviewed ontology.";
   }
 
   if (role === "secondary_candidate") {
@@ -300,16 +501,40 @@ function getKeywordMapItemReason(
     return "Фраза усиливает отличающий слой посадочной: секции, FAQ или внутренние ссылки, но не primary и не SEO title.";
   }
 
-  if (isBroadArticleBacklogPhrase(item.phrase)) {
+  if (role === "primary") {
+    return "Модель поставила фразу в посадочное ядро: это strongest exact-запрос для выбранной посадочной.";
+  }
+
+  if (role === "secondary") {
+    return "Модель поставила фразу в поддерживающее ядро: она раскрывает главный спрос и структуру посадочной.";
+  }
+
+  if (role === "support") {
+    return "Модель поставила фразу в длинный хвост: использовать в FAQ, подписях, внутренних связях или вторичных блоках.";
+  }
+
+  if (role === "validate" && hasSemanticFacetLoss(item, semanticFacetGuard)) {
+    return "Wordstat related потерял доминантный признак исходного якоря: оставляем на ручной разбор, чтобы широкий спрос не вытеснил смысл проекта.";
+  }
+
+  if (role === "validate" && missesDominantProjectFacet(item, semanticFacetGuard)) {
+    return "Фраза не содержит доминантный смысл из подтверждённой очереди якорей: оставляем на ручной разбор, чтобы широкий спрос не стал ядром автоматически.";
+  }
+
+  if (isBroadArticleBacklogPhrase(item.phrase) && role === "validate") {
     return "Широкая head-фраза уходит в article/backlog: не делаем её прямой основной ставкой текущей посадочной без отдельного SERP page-type решения.";
   }
 
   if (item.decision === "article") {
-    return "Keyword cleaning отнесла фразу в article/backlog: не пускаем в rewrite текущей посадочной.";
+    return role === "validate"
+      ? "Keyword cleaning отнесла фразу в article/backlog: не пускаем в rewrite текущей посадочной."
+      : "Модель предварительно распределила article/backlog-фразу; пользователь должен подтвердить, что она нужна текущей стратегии.";
   }
 
   if (item.decision === "risky") {
-    return item.reason;
+    return role === "validate"
+      ? item.reason
+      : `Модель предварительно распределила спорную фразу; проверь перед фиксацией. ${item.reason}`;
   }
 
   if (item.evidenceStatus === "collected_no_signal") {
@@ -451,44 +676,17 @@ function normalizePersistedKeywordMapItem(input: {
   targetPath: string | null;
   workspaceSectionId: string | null;
 }) {
-  let role = input.role;
-  let targetPath = input.targetPath;
-  let relatedLanding = input.relatedLanding;
-  let workspaceSectionId = input.workspaceSectionId;
-  let pageId = input.pageId;
-
-  if (role === "primary" && isAiDifferentiatorCandidate({ clusterTitle: "", phrase: input.phrase })) {
-    role = "differentiator";
-    workspaceSectionId = getWorkspaceSectionIdForRole("differentiator");
-  }
-
-  if (isBroadArticleBacklogPhrase(input.phrase)) {
-    role = "validate";
-    relatedLanding = relatedLanding ?? targetPath;
-    targetPath = null;
-    pageId = null;
-    workspaceSectionId = null;
-  }
-
-  if (hasProductLikeHybridSignal(input.phrase) && !isAiDifferentiatorCandidate({ clusterTitle: "", phrase: input.phrase })) {
-    role = "secondary_candidate";
-    relatedLanding = relatedLanding ?? targetPath;
-    targetPath = null;
-    pageId = null;
-    workspaceSectionId = null;
-  }
-
   return {
     approvedAt: input.approvedAt,
     decisionId: input.decisionId,
     mapItemId: input.mapItemId,
-    pageId,
+    pageId: input.pageId,
     phrase: input.phrase,
-    relatedLanding,
-    role,
+    relatedLanding: input.relatedLanding,
+    role: input.role,
     sourceItemId: input.sourceItemId,
-    targetPath,
-    workspaceSectionId
+    targetPath: input.targetPath,
+    workspaceSectionId: input.workspaceSectionId
   };
 }
 
@@ -531,7 +729,7 @@ async function getKeywordMapPersistenceSummary(
         kmi.page_id,
         kd.updated_at as approved_at
       from keyword_decisions kd
-      left join keyword_map_items kmi on kmi.keyword_decision_id = kd.id and kmi.project_id = kd.project_id
+      left join keyword_map_items kmi on kmi.keyword_decision_id = kd.id and kmi.project_id = kd.project_id and kmi.approved = true
       where kd.project_id = $1
         and kd.semantic_run_id = $2
         and kd.project_ontology_version_id = $3
@@ -574,7 +772,7 @@ function buildNextActions(contract: Omit<KeywordMapContract, "nextActions">) {
 
   if (contract.cleaning.keywordMapCandidateCount === 0) {
     actions.push(
-      "Keyword cleaning не пропустил ни одной use/support фразы: SEO-план нельзя фиксировать, сначала нужен повторный market evidence или новая seed strategy."
+      "Keyword cleaning не дал exact-кандидатов для Stage 5: SEO-план нельзя фиксировать, сначала нужен повторный market evidence или новая seed strategy."
     );
 
     if (contract.readiness.marketEvidenceCount === 0) {
@@ -830,6 +1028,20 @@ export async function approveKeywordMapDecisions(
         continue;
       }
 
+      await client.query(
+        `
+          update keyword_map_items
+          set approved = false, updated_at = now()
+          where project_id = $1
+            and semantic_run_id = $2
+            and project_ontology_version_id = $3
+            and source_item_id = $4
+            and workspace_section_id <> $5
+            and approved = true;
+        `,
+        [projectId, keywordMap.semanticRunId, keywordMap.projectOntologyVersion.id, item.id, workspaceSectionId]
+      );
+
       await client.query(
         `
           insert into keyword_map_items (
diff --git a/seo_mode/seo_mode/server/src/market/wordstatProvider.ts b/seo_mode/seo_mode/server/src/market/wordstatProvider.ts
index 415a7bc..05a3f9b 100644
--- a/seo_mode/seo_mode/server/src/market/wordstatProvider.ts
+++ b/seo_mode/seo_mode/server/src/market/wordstatProvider.ts
@@ -47,6 +47,7 @@ export type WordstatProviderStatus =
       provider: "mcp_kv" | "yandex_api";
       mode: string;
       message: string;
+      maxSeedsPerRun: number;
     }
   | {
       connected: false;
@@ -246,7 +247,7 @@ async function postJson(endpoint: string, body: unknown, headers: Record<string,
 }
 
 class McpKvWordstatProvider implements WordstatProvider {
-  constructor(private readonly endpoint: string | undefined) {}
+  constructor(private readonly endpoint: string | undefined, private readonly maxSeedsPerRun: number) {}
 
   getStatus(): WordstatProviderStatus {
     if (!this.endpoint) {
@@ -262,7 +263,8 @@ class McpKvWordstatProvider implements WordstatProvider {
       connected: true,
       provider: "mcp_kv",
       mode: "mcp_kv",
-      message: "Wordstat MCP-KV endpoint настроен на платформе."
+      message: "Wordstat MCP-KV endpoint настроен на платформе.",
+      maxSeedsPerRun: this.maxSeedsPerRun
     };
   }
 
@@ -300,7 +302,8 @@ class YandexApiWordstatProvider implements WordstatProvider {
       connected: true,
       provider: "yandex_api",
       mode: "yandex_search_api",
-      message: "Yandex Wordstat Search API настроен на платформе."
+      message: "Yandex Wordstat Search API настроен на платформе.",
+      maxSeedsPerRun: this.config.maxSeedsPerRun
     };
   }
 
@@ -359,7 +362,7 @@ export async function createWordstatProvider(): Promise<WordstatProvider> {
   const config = await getWordstatRuntimeConfig();
 
   if (config.provider === "mcp_kv") {
-    return new McpKvWordstatProvider(config.mcpEndpoint);
+    return new McpKvWordstatProvider(config.mcpEndpoint, config.maxSeedsPerRun);
   }
 
   if (config.provider === "yandex_api") {
diff --git a/seo_mode/seo_mode/server/src/market/wordstatRepository.ts b/seo_mode/seo_mode/server/src/market/wordstatRepository.ts
index d865a7a..5694cea 100644
--- a/seo_mode/seo_mode/server/src/market/wordstatRepository.ts
+++ b/seo_mode/seo_mode/server/src/market/wordstatRepository.ts
@@ -382,6 +382,29 @@ function getRepresentativeTopResultRows(results: WordstatResultRow[]) {
   return Array.from(selectedRows.values()).sort(compareWordstatResultRows);
 }
 
+function getWordstatResultIdentity(row: WordstatResultRow) {
+  const phrase = row.normalized_phrase ?? normalizePhrase(row.phrase);
+  const sourcePhrase = row.source_phrase ? normalizePhrase(row.source_phrase) : "";
+  const kind = sourcePhrase && sourcePhrase !== phrase ? "related" : "seed";
+
+  return `${kind}:${sourcePhrase || phrase}:${phrase}`;
+}
+
+function getLatestUniqueWordstatResults(results: WordstatResultRow[]) {
+  const resultByIdentity = new Map<string, WordstatResultRow>();
+  const sortedResults = [...results].sort((left, right) => right.created_at.getTime() - left.created_at.getTime());
+
+  for (const result of sortedResults) {
+    const identity = getWordstatResultIdentity(result);
+
+    if (!resultByIdentity.has(identity)) {
+      resultByIdentity.set(identity, result);
+    }
+  }
+
+  return Array.from(resultByIdentity.values()).sort(compareWordstatResultRows);
+}
+
 function buildEvidence(job: WordstatJobRow | null, results: WordstatResultRow[]): WordstatEvidence {
   const seedRows = results.filter((result) => result.source_phrase === result.phrase || !result.source_phrase);
   const relatedCounts = new Map<string, number>();
@@ -505,6 +528,26 @@ function toWordstatSeed(row: SeedRow): WordstatSeedInput {
   };
 }
 
+async function getCollectedSeedPhraseSet(projectId: string, semanticRunId: string) {
+  const result = await pool.query<{ normalized_phrase: string | null; phrase: string }>(
+    `
+      select distinct on (coalesce(wr.normalized_phrase, lower(wr.phrase)))
+        wr.normalized_phrase,
+        wr.phrase
+      from wordstat_results wr
+      join wordstat_jobs wj on wj.id = wr.job_id
+      where wj.project_id = $1
+        and wj.semantic_run_id = $2
+        and wj.status = 'done'
+        and (wr.source_phrase is null or lower(wr.source_phrase) = lower(wr.phrase))
+      order by coalesce(wr.normalized_phrase, lower(wr.phrase)), wr.created_at desc;
+    `,
+    [projectId, semanticRunId]
+  );
+
+  return new Set(result.rows.map((row) => normalizePhrase(row.normalized_phrase ?? row.phrase)));
+}
+
 async function createJob(
   projectId: string,
   semanticRunId: string,
@@ -693,8 +736,17 @@ export async function collectWordstatEvidence(
   }
 
   const seedRows = await ensureSeedRows(projectId, analysis, seedCandidates);
-  const seeds = seedRows.map(toWordstatSeed);
+  const collectedSeedPhrases = await getCollectedSeedPhraseSet(projectId, analysis.runId);
+  const seeds = seedRows
+    .filter((row) => !collectedSeedPhrases.has(normalizePhrase(row.phrase)))
+    .slice(0, status.maxSeedsPerRun)
+    .map(toWordstatSeed);
   const region = "ru";
+
+  if (seeds.length === 0) {
+    return getLatestWordstatEvidence(projectId, analysis.runId);
+  }
+
   const job = await createJob(projectId, analysis.runId, status.provider, status.mode, region, seeds);
 
   if (!job) {
@@ -763,31 +815,35 @@ export async function getLatestWordstatEvidence(
   const results = await pool.query<WordstatResultRow>(
     `
       select
-        id,
-        job_id,
-        seed_id,
-        phrase,
-        source_phrase,
-        normalized_phrase,
-        frequency,
-        frequency_group,
-        region,
-        position,
-        raw,
-        created_at
-      from wordstat_results
-      where job_id = $1
-      order by position asc, phrase asc;
+        wr.id,
+        wr.job_id,
+        wr.seed_id,
+        wr.phrase,
+        wr.source_phrase,
+        wr.normalized_phrase,
+        wr.frequency,
+        wr.frequency_group,
+        wr.region,
+        wr.position,
+        wr.raw,
+        wr.created_at
+      from wordstat_results wr
+      join wordstat_jobs wj on wj.id = wr.job_id
+      where wj.project_id = $1
+        and wj.semantic_run_id = $2
+        and wj.status = 'done'
+      order by wr.created_at desc, wr.position asc, wr.phrase asc;
     `,
-    [latestJob.id]
+    [projectId, semanticRunId]
   );
+  const latestUniqueResults = getLatestUniqueWordstatResults(results.rows);
 
   if (!scopePhrases || scopePhrases.length === 0) {
-    return buildEvidence(latestJob, results.rows);
+    return buildEvidence(latestJob, latestUniqueResults);
   }
 
   const scopePhraseSet = new Set(scopePhrases.map(normalizePhrase));
-  const scopedResults = results.rows.filter((row) => {
+  const scopedResults = latestUniqueResults.filter((row) => {
     const sourcePhrase = row.source_phrase ? normalizePhrase(row.source_phrase) : null;
     const phrase = normalizePhrase(row.phrase);
 
diff --git a/seo_mode/seo_mode/server/src/modelContext/seoModelContext.ts b/seo_mode/seo_mode/server/src/modelContext/seoModelContext.ts
index eca0b59..d903ff4 100644
--- a/seo_mode/seo_mode/server/src/modelContext/seoModelContext.ts
+++ b/seo_mode/seo_mode/server/src/modelContext/seoModelContext.ts
@@ -347,7 +347,7 @@ export async function getSeoModelContextContract(projectId: string): Promise<Seo
 	      "SERP interpretation работает только по сохранённому yandex-evidence.v1 и не придумывает конкурентов или спрос.",
 	      "Strategy synthesis объясняет варианты, confidence и gaps; он не является approval и не создаёт изменения сайта.",
 	      "Strategy quality review проверяет зрелость стратегии, phase runway, evidence refs и hallucination risks; он не открывает rewrite/apply.",
-	      "Keyword map получает только keyword-cleaning use/support lanes; risky/trash не становятся approved decisions.",
+		      "Keyword map предсортирует exact evidence в пять Stage 3 колонок; Неразобранные не участвуют, финальные роли утверждает пользователь.",
       "Rewrite/apply остаётся заблокированным до отдельного diff contract и human approval."
     ],
     nextActions: !analysis
@@ -360,7 +360,7 @@ export async function getSeoModelContextContract(projectId: string): Promise<Seo
             "После yandex-evidence.v1 прогонять seo.serp_interpretation, чтобы отделить реальный интент выдачи от сырых цифр.",
 	            "После SERP interpretation прогонять seo.strategy_synthesis, чтобы собрать понятный decision layer для пользователя.",
 	            "После strategy synthesis прогонять seo.strategy_quality_review, чтобы проверить фазовую зрелость и доверие к стратегии.",
-            "После Wordstat прогонять seo.keyword_cleaning и только use/support передавать в keyword map.",
+            "После Wordstat прогонять seo.keyword_cleaning, затем Stage 3 keyword map должен предсортировать exact-кандидаты в пять колонок для ручной правки.",
             "Не запускать external market collection без anchor review approval."
           ]
         : [
diff --git a/seo_mode/seo_mode/server/src/modelProvider/aiWorkspaceBridge.ts b/seo_mode/seo_mode/server/src/modelProvider/aiWorkspaceBridge.ts
new file mode 100644
index 0000000..b83684d
--- /dev/null
+++ b/seo_mode/seo_mode/server/src/modelProvider/aiWorkspaceBridge.ts
@@ -0,0 +1,479 @@
+import { env } from "../config/env.js";
+import type { SeoModelTaskContract } from "../modelContext/seoModelContext.js";
+import { getSeoAnalyticsModelRuntimeConfig } from "../settings/externalServiceSettings.js";
+import { getSeoAiWorkspaceConfigStatus, type SeoAiWorkspaceProfile } from "./aiWorkspaceBridgeConfig.js";
+
+type JsonRecord = Record<string, unknown>;
+
+export type SeoAiWorkspaceDispatch = {
+  schemaVersion: "seo-ai-workspace-dispatch.v1";
+  profile: SeoAiWorkspaceProfile;
+  assistantThreadId: string;
+  assistantMessageId: string;
+  bridgeRequestId: string;
+  bridgeMode: string;
+  accepted: boolean;
+  dispatchedAt: string;
+  selectedExecutorId: string | null;
+  contractWorkspacePath: string;
+};
+
+export type SeoAiWorkspaceOutputValidation = {
+  ok: boolean;
+  errors: string[];
+  warnings: string[];
+};
+
+export type SeoAiWorkspaceModelOutput = {
+  schemaVersion: "seo-model-output.v1";
+  source: "ai_workspace";
+  status: "dispatch_accepted" | "schema_valid" | "schema_invalid";
+  aiWorkspace: SeoAiWorkspaceDispatch;
+  rawText: string | null;
+  parsedJson: JsonRecord | null;
+  validation: SeoAiWorkspaceOutputValidation | null;
+};
+
+export type SeoAiWorkspacePersistedResult = {
+  schemaVersion: "seo-model-persisted-result.v1";
+  status: "promoted_to_domain_evidence" | "stored_as_model_task_evidence";
+  runType:
+    | "keyword_cleaning"
+    | "seo_model_task"
+    | "seo_normalization"
+    | "seo_strategy_quality_review"
+    | "seo_strategy_synthesis";
+  runId: string;
+  sourceModelTaskRunId?: string;
+  note: string;
+};
+
+export type SeoAiWorkspaceCompletion =
+  | { status: "pending" }
+  | { status: "failed"; error: string }
+  | { status: "completed"; rawText: string };
+
+type AssistantThreadResponse = {
+  thread?: {
+    id?: string;
+  };
+};
+
+type AssistantMessageResponse = {
+  message?: {
+    id?: string;
+  };
+};
+
+type AssistantDispatchResponse = {
+  bridge?: {
+    accepted?: boolean;
+    requestId?: string;
+    mode?: string;
+    error?: string;
+  };
+};
+
+type AssistantMessagesResponse = {
+  messages?: Array<{
+    role?: string;
+    content?: string;
+    payload?: JsonRecord;
+  }>;
+};
+
+function isJsonRecord(value: unknown): value is JsonRecord {
+  return Boolean(value && typeof value === "object" && !Array.isArray(value));
+}
+
+function assistantHeaders() {
+  const headers: Record<string, string> = {
+    Accept: "application/json",
+    Authorization: `Bearer ${env.aiWorkspace.assistantToken ?? ""}`,
+    "Content-Type": "application/json"
+  };
+
+  if (env.aiWorkspace.owner.userId) {
+    headers["X-NODEDC-User-Id"] = env.aiWorkspace.owner.userId;
+  }
+
+  if (env.aiWorkspace.owner.email) {
+    headers["X-NODEDC-User-Email"] = env.aiWorkspace.owner.email;
+  }
+
+  if (env.aiWorkspace.owner.role) {
+    headers["X-NODEDC-User-Role"] = env.aiWorkspace.owner.role;
+  }
+
+  if (env.aiWorkspace.owner.groups.length > 0) {
+    headers["X-NODEDC-User-Groups"] = env.aiWorkspace.owner.groups.join(",");
+  }
+
+  return headers;
+}
+
+export async function assistantRequest<T>(
+  path: string,
+  options: {
+    body?: JsonRecord;
+    method: "GET" | "POST";
+  }
+): Promise<T> {
+  if (!env.aiWorkspace.assistantUrl) {
+    throw new Error("SEO_AI_WORKSPACE_CONTROL_URL or SEO_AI_WORKSPACE_ASSISTANT_URL is required.");
+  }
+
+  const controller = new AbortController();
+  const timeout = setTimeout(() => controller.abort(), env.aiWorkspace.requestTimeoutMs);
+
+  try {
+    const response = await fetch(`${env.aiWorkspace.assistantUrl.replace(/\/+$/, "")}${path}`, {
+      body: options.body ? JSON.stringify(options.body) : undefined,
+      headers: assistantHeaders(),
+      method: options.method,
+      signal: controller.signal
+    });
+    const text = await response.text();
+    const payload = text ? JSON.parse(text) as JsonRecord : {};
+
+    if (!response.ok || payload.ok === false) {
+      throw new Error(String(payload.error || payload.message || `ai_workspace_assistant_http_${response.status}`));
+    }
+
+    return payload as T;
+  } catch (error) {
+    if (error instanceof SyntaxError) {
+      throw new Error("ai_workspace_assistant_invalid_json");
+    }
+
+    if (error instanceof Error && error.name === "AbortError") {
+      throw new Error("ai_workspace_assistant_timeout");
+    }
+
+    throw error;
+  } finally {
+    clearTimeout(timeout);
+  }
+}
+
+function buildSeoModelTaskPrompt(input: {
+  projectId: string;
+  runId: string;
+  task: SeoModelTaskContract;
+}) {
+  return [
+    "NDC SEO Mode model-provider task.",
+    "",
+    "Return only one JSON object. Do not wrap it in markdown. Do not include prose outside JSON.",
+    `The JSON object must use schemaVersion "${input.task.outputSchema.schemaVersion}".`,
+    `Required top-level keys: ${input.task.outputSchema.requiredTopLevelKeys.join(", ")}.`,
+    "If the output contract has bookkeeping keys such as modelTask, sourceTaskId, source, semanticRunId, projectId, or provider, populate them from the task contract and the provided evidence.",
+    "For keyword tasks, classify only phrases present in task.input.seedQueue or task.input.wordstatTopResults; keep unresolved or weak rows out of approved rewrite lanes.",
+    "",
+    "Hard boundaries:",
+    "- Work only from the task contract below.",
+    "- Do not inspect repository files, local filesystem paths, browser state, secrets, tokens, or product databases.",
+    "- Do not call Wordstat, SERP, Yandex, OpenAI API, product app APIs, or external tools from this task.",
+    "- Do not mutate source files, rewrite/apply content, create pages, delete data, or approve decisions.",
+    "- Treat every output as a proposal/evidence draft that must pass backend schema validation and human gates.",
+    "- Preserve unresolved/Неразобранные semantics when the task is about keywords.",
+    "",
+    "Correlation:",
+    `- projectId: ${input.projectId}`,
+    `- seoModelTaskRunId: ${input.runId}`,
+    `- taskId: ${input.task.taskId}`,
+    `- taskType: ${input.task.taskType}`,
+    "",
+    "SEO task contract JSON:",
+    JSON.stringify(input.task, null, 2)
+  ].join("\n");
+}
+
+export async function dispatchSeoModelTaskToAiWorkspace(input: {
+  projectId: string;
+  runId: string;
+  task: SeoModelTaskContract;
+}): Promise<SeoAiWorkspaceDispatch> {
+  const status = getSeoAiWorkspaceConfigStatus();
+
+  if (!status.configured) {
+    throw new Error(status.errors.join(" ") || "AI Workspace bridge is not configured.");
+  }
+
+  const threadTitle = `SEO model task: ${input.task.taskType}`;
+  const analyticsModelConfig = await getSeoAnalyticsModelRuntimeConfig();
+  const selectedExecutorId = env.aiWorkspace.selectedExecutorId ?? analyticsModelConfig.executorId;
+
+  if (!selectedExecutorId) {
+    throw new Error("SEO analytics model executorId is required; generate Codex bridge setup command and save external service settings.");
+  }
+
+  const activeContext = {
+    surface: "seo-mode",
+    sourceSurface: "seo-mode",
+    modeId: "seo-model-task",
+    modeTitle: "NDC SEO Mode model provider",
+    accessMode: "contract-only",
+    contextReady: true,
+    workspacePath: env.aiWorkspace.contractWorkspacePath,
+    remoteControlMode: "remote",
+    seoModelTask: {
+      projectId: input.projectId,
+      runId: input.runId,
+      taskId: input.task.taskId,
+      taskType: input.task.taskType,
+      outputSchemaVersion: input.task.outputSchema.schemaVersion
+    }
+  };
+
+  const threadPayload: JsonRecord = {
+    activeContext,
+    enabledToolPacks: [],
+    lifecycleState: "active",
+    linkedArtifacts: [
+      {
+        kind: "seo_model_task",
+        projectId: input.projectId,
+        runId: input.runId,
+        taskId: input.task.taskId,
+        taskType: input.task.taskType
+      }
+    ],
+    metadata: {
+      projectId: input.projectId,
+      runId: input.runId,
+      surface: "seo-mode"
+    },
+    originSurface: "seo-mode",
+    title: threadTitle
+  };
+
+  threadPayload.selectedExecutorId = selectedExecutorId;
+
+  const threadResponse = await assistantRequest<AssistantThreadResponse>("/api/ai-workspace/assistant/v1/threads", {
+    body: threadPayload,
+    method: "POST"
+  });
+  const threadId = String(threadResponse.thread?.id || "");
+
+  if (!threadId) {
+    throw new Error("ai_workspace_thread_id_missing");
+  }
+
+  const messageResponse = await assistantRequest<AssistantMessageResponse>(
+    `/api/ai-workspace/assistant/v1/threads/${encodeURIComponent(threadId)}/messages`,
+    {
+      body: {
+        content: buildSeoModelTaskPrompt(input),
+        payload: {
+          kind: "seo_model_task_request",
+          projectId: input.projectId,
+          runId: input.runId,
+          taskId: input.task.taskId,
+          taskType: input.task.taskType
+        },
+        role: "user"
+      },
+      method: "POST"
+    }
+  );
+  const messageId = String(messageResponse.message?.id || "");
+
+  if (!messageId) {
+    throw new Error("ai_workspace_message_id_missing");
+  }
+
+  const dispatchPayload: JsonRecord = {
+    context: activeContext,
+    messageId,
+    modeId: "seo-model-task",
+    modeTitle: "NDC SEO Mode model provider",
+    originSurface: "seo-mode",
+    remoteControlMode: "remote",
+    workspacePath: env.aiWorkspace.contractWorkspacePath
+  };
+
+  dispatchPayload.selectedExecutorId = selectedExecutorId;
+
+  const dispatchResponse = await assistantRequest<AssistantDispatchResponse>(
+    `/api/ai-workspace/assistant/v1/threads/${encodeURIComponent(threadId)}/dispatch`,
+    {
+      body: dispatchPayload,
+      method: "POST"
+    }
+  );
+  const bridge = dispatchResponse.bridge;
+  const requestId = String(bridge?.requestId || "");
+
+  if (bridge?.accepted !== true || !requestId) {
+    throw new Error(String(bridge?.error || "ai_workspace_bridge_request_not_accepted"));
+  }
+
+  return {
+    schemaVersion: "seo-ai-workspace-dispatch.v1",
+    profile: status.profile,
+    assistantThreadId: threadId,
+    assistantMessageId: messageId,
+    bridgeRequestId: requestId,
+    bridgeMode: String(bridge.mode || "hub"),
+    accepted: true,
+    dispatchedAt: new Date().toISOString(),
+    selectedExecutorId,
+    contractWorkspacePath: env.aiWorkspace.contractWorkspacePath ?? ""
+  };
+}
+
+export async function fetchSeoAiWorkspaceCompletion(
+  dispatch: SeoAiWorkspaceDispatch
+): Promise<SeoAiWorkspaceCompletion> {
+  const payload = await assistantRequest<AssistantMessagesResponse>(
+    `/api/ai-workspace/assistant/v1/threads/${encodeURIComponent(dispatch.assistantThreadId)}/messages?limit=100`,
+    { method: "GET" }
+  );
+  const messages = Array.isArray(payload.messages) ? payload.messages : [];
+  const finalMessage = messages.find((message) => {
+    const item = isJsonRecord(message.payload) ? message.payload : {};
+    const kind = String(item.kind || "");
+    const requestId = String(item.requestId || item.request_id || "");
+    return requestId === dispatch.bridgeRequestId && (kind === "bridge_final" || kind === "bridge_failure");
+  });
+
+  if (!finalMessage) {
+    return { status: "pending" };
+  }
+
+  const finalPayload = isJsonRecord(finalMessage.payload) ? finalMessage.payload : {};
+  const finalKind = String(finalPayload.kind || "");
+  const content = String(finalMessage.content || "");
+
+  if (finalKind === "bridge_failure") {
+    return {
+      status: "failed",
+      error: content || "ai_workspace_bridge_failed"
+    };
+  }
+
+  return {
+    status: "completed",
+    rawText: content
+  };
+}
+
+function parseJsonFromText(rawText: string): JsonRecord | null {
+  const text = rawText.trim();
+
+  if (!text) {
+    return null;
+  }
+
+  try {
+    const parsed = JSON.parse(text);
+    return isJsonRecord(parsed) ? parsed : null;
+  } catch {}
+
+  const fence = text.match(/```(?:json)?\s*([\s\S]*?)```/i);
+
+  if (fence?.[1]) {
+    try {
+      const parsed = JSON.parse(fence[1].trim());
+      return isJsonRecord(parsed) ? parsed : null;
+    } catch {}
+  }
+
+  const firstBrace = text.indexOf("{");
+  const lastBrace = text.lastIndexOf("}");
+
+  if (firstBrace >= 0 && lastBrace > firstBrace) {
+    try {
+      const parsed = JSON.parse(text.slice(firstBrace, lastBrace + 1));
+      return isJsonRecord(parsed) ? parsed : null;
+    } catch {}
+  }
+
+  return null;
+}
+
+export function buildAcceptedAiWorkspaceModelOutput(
+  dispatch: SeoAiWorkspaceDispatch
+): SeoAiWorkspaceModelOutput {
+  return {
+    schemaVersion: "seo-model-output.v1",
+    source: "ai_workspace",
+    status: "dispatch_accepted",
+    aiWorkspace: dispatch,
+    rawText: null,
+    parsedJson: null,
+    validation: null
+  };
+}
+
+export function validateSeoAiWorkspaceModelOutput(input: {
+  dispatch: SeoAiWorkspaceDispatch;
+  rawText: string;
+  outputSchemaVersion: string | null;
+  requiredTopLevelKeys: string[];
+}): SeoAiWorkspaceModelOutput {
+  const errors: string[] = [];
+  const warnings: string[] = [];
+  const parsedJson = parseJsonFromText(input.rawText);
+
+  if (!parsedJson) {
+    errors.push("Remote Codex response is not a JSON object.");
+  }
+
+  if (parsedJson && input.outputSchemaVersion && parsedJson.schemaVersion !== input.outputSchemaVersion) {
+    errors.push(`schemaVersion must be ${input.outputSchemaVersion}.`);
+  }
+
+  if (parsedJson) {
+    for (const key of input.requiredTopLevelKeys) {
+      if (!Object.hasOwn(parsedJson, key)) {
+        errors.push(`Missing required top-level key: ${key}.`);
+      }
+    }
+  }
+
+  if (input.rawText.includes("```")) {
+    warnings.push("Remote Codex wrapped output in markdown; JSON was extracted before validation.");
+  }
+
+  const validation = {
+    ok: errors.length === 0,
+    errors,
+    warnings
+  };
+
+  return {
+    schemaVersion: "seo-model-output.v1",
+    source: "ai_workspace",
+    status: validation.ok ? "schema_valid" : "schema_invalid",
+    aiWorkspace: input.dispatch,
+    rawText: input.rawText,
+    parsedJson,
+    validation
+  };
+}
+
+export function buildSeoAiWorkspacePersistedResult(runId: string): SeoAiWorkspacePersistedResult {
+  return {
+    schemaVersion: "seo-model-persisted-result.v1",
+    status: "stored_as_model_task_evidence",
+    runType: "seo_model_task",
+    runId,
+    note: "Structured model output is persisted on seo_model_task run; task-specific evidence promotion remains backend-owned."
+  };
+}
+
+export function buildSeoAiWorkspacePromotedResult(input: {
+  runType: Exclude<SeoAiWorkspacePersistedResult["runType"], "seo_model_task">;
+  sourceModelTaskRunId: string;
+}): SeoAiWorkspacePersistedResult {
+  return {
+    schemaVersion: "seo-model-persisted-result.v1",
+    status: "promoted_to_domain_evidence",
+    runType: input.runType,
+    runId: input.sourceModelTaskRunId,
+    sourceModelTaskRunId: input.sourceModelTaskRunId,
+    note: `Structured model output passed schema validation and was promoted to ${input.runType}.`
+  };
+}
diff --git a/seo_mode/seo_mode/server/src/modelProvider/aiWorkspaceBridgeConfig.ts b/seo_mode/seo_mode/server/src/modelProvider/aiWorkspaceBridgeConfig.ts
new file mode 100644
index 0000000..ada182f
--- /dev/null
+++ b/seo_mode/seo_mode/server/src/modelProvider/aiWorkspaceBridgeConfig.ts
@@ -0,0 +1,109 @@
+import { env } from "../config/env.js";
+
+export type SeoAiWorkspaceProfile = "disabled" | "local" | "deployed-hub" | "deploy-host" | "tunnel-local-e2e";
+
+export type SeoAiWorkspaceConfigStatus = {
+  configured: boolean;
+  profile: SeoAiWorkspaceProfile;
+  errors: string[];
+  warnings: string[];
+  assistantUrl: string | null;
+  selectedExecutorId: string | null;
+  contractWorkspacePath: string | null;
+  ownerConfigured: boolean;
+};
+
+const LOCAL_ASSISTANT_HOSTS = new Set(["localhost", "127.0.0.1", "::1", "host.docker.internal"]);
+const LOCAL_FORBIDDEN_PRODUCT_HOSTS = new Set([
+  "hub.nodedc.ru",
+  "engine.nodedc.ru",
+  "ops.nodedc.ru",
+  "id.nodedc.ru",
+  "ops-agents.nodedc.ru",
+  "ai-hub.nodedc.ru"
+]);
+
+function hostname(value: string | undefined) {
+  if (!value) {
+    return "";
+  }
+
+  try {
+    return new URL(value).hostname.toLowerCase();
+  } catch {
+    return "";
+  }
+}
+
+export function getSeoAiWorkspaceConfigStatus(): SeoAiWorkspaceConfigStatus {
+  const profile = env.aiWorkspace.profile;
+  const assistantHost = hostname(env.aiWorkspace.assistantUrl);
+  const ownerConfigured = Boolean(env.aiWorkspace.owner.userId || env.aiWorkspace.owner.email);
+  const errors: string[] = [];
+  const warnings: string[] = [];
+
+  if (profile === "disabled") {
+    errors.push("SEO_AI_WORKSPACE_PROFILE is disabled; choose local, deployed-hub, deploy-host, or tunnel-local-e2e.");
+  }
+
+  if (!env.aiWorkspace.assistantUrl) {
+    errors.push("SEO_AI_WORKSPACE_CONTROL_URL or SEO_AI_WORKSPACE_ASSISTANT_URL is required.");
+  }
+
+  if (!env.aiWorkspace.assistantToken) {
+    errors.push("SEO_AI_WORKSPACE_CONTROL_TOKEN or SEO_AI_WORKSPACE_ASSISTANT_TOKEN is required.");
+  }
+
+  if (!ownerConfigured) {
+    errors.push("SEO_AI_WORKSPACE_OWNER_USER_ID or SEO_AI_WORKSPACE_OWNER_EMAIL is required.");
+  }
+
+  if (!env.aiWorkspace.contractOnly) {
+    errors.push("SEO_AI_WORKSPACE_CONTRACT_ONLY=1 is required for SEO model tasks.");
+  }
+
+  if (!env.aiWorkspace.contractWorkspacePath) {
+    errors.push("SEO_AI_WORKSPACE_CONTRACT_WORKSPACE_PATH is required to avoid executor workspace fallback.");
+  }
+
+  if (profile === "local") {
+    if (assistantHost && !LOCAL_ASSISTANT_HOSTS.has(assistantHost)) {
+      errors.push("local profile requires a local AI Workspace Assistant URL.");
+    }
+
+    if (LOCAL_FORBIDDEN_PRODUCT_HOSTS.has(assistantHost)) {
+      errors.push(`local profile must not use deployed product host ${assistantHost} as Assistant URL.`);
+    }
+  }
+
+  if (profile === "deploy-host" && assistantHost && LOCAL_ASSISTANT_HOSTS.has(assistantHost)) {
+    errors.push("deploy-host profile must not use localhost/host.docker.internal Assistant URL.");
+  }
+
+  if (profile === "deployed-hub") {
+    if (assistantHost && LOCAL_ASSISTANT_HOSTS.has(assistantHost)) {
+      errors.push("deployed-hub profile requires the public AI Hub control-plane URL, not localhost.");
+    }
+
+    if (assistantHost && assistantHost !== "ai-hub.nodedc.ru") {
+      warnings.push(`deployed-hub profile is using ${assistantHost}; expected ai-hub.nodedc.ru unless this is an explicit deploy profile.`);
+    }
+  }
+
+  if (env.aiWorkspace.selectedExecutorId) {
+    warnings.push("SEO_AI_WORKSPACE_SELECTED_EXECUTOR_ID pins the Codex executor for this backend.");
+  } else {
+    warnings.push("No env executor id is pinned; SEO external-service settings must provide executorId before dispatch.");
+  }
+
+  return {
+    configured: errors.length === 0,
+    profile,
+    errors,
+    warnings,
+    assistantUrl: env.aiWorkspace.assistantUrl ?? null,
+    selectedExecutorId: env.aiWorkspace.selectedExecutorId ?? null,
+    contractWorkspacePath: env.aiWorkspace.contractWorkspacePath ?? null,
+    ownerConfigured
+  };
+}
diff --git a/seo_mode/seo_mode/server/src/modelProvider/modelProviderRegistry.ts b/seo_mode/seo_mode/server/src/modelProvider/modelProviderRegistry.ts
index 89b9ffa..f01af8e 100644
--- a/seo_mode/seo_mode/server/src/modelProvider/modelProviderRegistry.ts
+++ b/seo_mode/seo_mode/server/src/modelProvider/modelProviderRegistry.ts
@@ -1,4 +1,5 @@
 import { z } from "zod";
+import { getSeoAiWorkspaceConfigStatus } from "./aiWorkspaceBridgeConfig.js";
 
 export const SEO_MODEL_TASK_TYPES = [
   "seo.context_review",
@@ -141,7 +142,7 @@ const PROVIDERS: SeoModelProviderDescriptor[] = [
     title: "Codex Workspace adapter",
     mode: "workspace_agent",
     summary:
-      "Будущий adapter для dev-mode/model-review: модель получает только SEO task contract и возвращает structured JSON.",
+      "Adapter через AI Workspace Assistant / AI Hub / remote Codex worker: модель получает только SEO task contract и возвращает structured JSON.",
     allowedTaskTypes: ALL_SEO_MODEL_TASK_TYPES,
     requiresSecrets: false,
     secretNames: [],
@@ -157,9 +158,11 @@ const PROVIDERS: SeoModelProviderDescriptor[] = [
     guardrails: [
       "Workspace agent не должен читать репозиторий напрямую для пользовательских сайтов.",
       "Все filesystem/tool calls должны идти через approved MCP capabilities.",
+      "SEO route требует явный contract-only workspace path и не использует executor workspace fallback.",
       "Ответ должен проходить schema validation перед записью результата."
     ],
-    nextSetupStep: "Описать handoff contract между AI Workspace Hub/MCP и seo_mode backend."
+    nextSetupStep:
+      "Настроить SEO_AI_WORKSPACE_PROFILE, AI Workspace control URL/token, owner, contract-only workspace path and connected Codex executor."
   },
   {
     id: "openai_api",
@@ -239,10 +242,38 @@ const PROVIDERS: SeoModelProviderDescriptor[] = [
   }
 ];
 
-const PARSED_PROVIDERS = z.array(SeoModelProviderDescriptorSchema).parse(PROVIDERS);
+function buildProviderDescriptors() {
+  const aiWorkspaceStatus = getSeoAiWorkspaceConfigStatus();
+
+  return PROVIDERS.map((provider) => {
+    if (provider.id !== "codex_workspace") {
+      return provider;
+    }
+
+    return {
+      ...provider,
+      status: aiWorkspaceStatus.configured ? "active" as const : "not_configured" as const,
+      summary: aiWorkspaceStatus.configured
+        ? `${provider.summary} Configured profile: ${aiWorkspaceStatus.profile}.`
+        : `${provider.summary} Пока не настроен: ${aiWorkspaceStatus.errors[0] ?? provider.nextSetupStep}`,
+      guardrails: [
+        ...provider.guardrails,
+        `AI Workspace profile: ${aiWorkspaceStatus.profile}.`,
+        "Remote Codex output is proposal/evidence only; it never bypasses human gates or rewrite/apply approval."
+      ],
+      nextSetupStep: aiWorkspaceStatus.configured
+        ? "Запустить seo model task через codex_workspace и дождаться structured JSON в model task evidence run."
+        : aiWorkspaceStatus.errors.join(" ") || provider.nextSetupStep
+    };
+  });
+}
+
+function getParsedProviders() {
+  return z.array(SeoModelProviderDescriptorSchema).parse(buildProviderDescriptors());
+}
 
 export function getDefaultSeoModelProviderId(): SeoModelProviderId {
-  return "codex_manual";
+  return getSeoAiWorkspaceConfigStatus().configured ? "codex_workspace" : "codex_manual";
 }
 
 export function isSeoModelProviderId(value: string): value is SeoModelProviderId {
@@ -250,14 +281,17 @@ export function isSeoModelProviderId(value: string): value is SeoModelProviderId
 }
 
 export function getSeoModelProviderDescriptor(providerId: SeoModelProviderId): SeoModelProviderDescriptor {
-  return PARSED_PROVIDERS.find((provider) => provider.id === providerId) ?? PARSED_PROVIDERS[0];
+  const providers = getParsedProviders();
+  return providers.find((provider) => provider.id === providerId) ?? providers[0];
 }
 
 export function getSeoModelProviderCatalog(): SeoModelProviderCatalog {
+  const providers = getParsedProviders();
+
   return SeoModelProviderCatalogSchema.parse({
     schemaVersion: "seo-model-provider-catalog.v1",
     generatedAt: new Date().toISOString(),
     defaultProviderId: getDefaultSeoModelProviderId(),
-    providers: PARSED_PROVIDERS
+    providers
   });
 }
diff --git a/seo_mode/seo_mode/server/src/modelProvider/seoModelTaskRuns.ts b/seo_mode/seo_mode/server/src/modelProvider/seoModelTaskRuns.ts
index 1c3d9af..53ee0e2 100644
--- a/seo_mode/seo_mode/server/src/modelProvider/seoModelTaskRuns.ts
+++ b/seo_mode/seo_mode/server/src/modelProvider/seoModelTaskRuns.ts
@@ -1,5 +1,20 @@
 import { pool } from "../db/client.js";
+import { saveKeywordCleaningFromModelProvider, type KeywordCleaningContract } from "../keywords/keywordCleaning.js";
 import { getSeoModelContextContract, type SeoModelTaskContract } from "../modelContext/seoModelContext.js";
+import { saveSeoNormalizationFromModelProvider, type SeoNormalizationContract } from "../normalization/seoNormalization.js";
+import { saveStrategyQualityReviewFromModelProvider, type StrategyQualityReviewContract } from "../strategy/strategyQualityReview.js";
+import { saveStrategySynthesisFromModelProvider, type StrategySynthesisContract } from "../strategy/strategySynthesis.js";
+import {
+  buildAcceptedAiWorkspaceModelOutput,
+  buildSeoAiWorkspacePromotedResult,
+  buildSeoAiWorkspacePersistedResult,
+  dispatchSeoModelTaskToAiWorkspace,
+  fetchSeoAiWorkspaceCompletion,
+  validateSeoAiWorkspaceModelOutput,
+  type SeoAiWorkspaceDispatch,
+  type SeoAiWorkspaceModelOutput,
+  type SeoAiWorkspacePersistedResult
+} from "./aiWorkspaceBridge.js";
 import {
   getDefaultSeoModelProviderId,
   getSeoModelProviderCatalog,
@@ -24,6 +39,11 @@ type SeoModelTaskRunRow = {
   created_at: Date;
 };
 
+type DomainPromotionResult = {
+  persistedResult: SeoAiWorkspacePersistedResult;
+  nextAction: string;
+};
+
 export type SeoModelTaskRunInput = {
   providerId?: SeoModelProviderId;
   taskId?: string;
@@ -60,8 +80,8 @@ export type SeoModelTaskRunOutput = {
     inputTokenEstimate: number;
     outputTokenBudget: number;
   };
-  modelOutput: null;
-  persistedResult: null;
+  modelOutput: SeoAiWorkspaceModelOutput | null;
+  persistedResult: SeoAiWorkspacePersistedResult | null;
   nextActions: string[];
 };
 
@@ -218,7 +238,11 @@ function validateTaskContract(task: SeoModelTaskContract | null, provider: SeoMo
     warnings.push(`Provider ${provider.id} пока ${provider.status}; боевой model call не выполняется.`);
   }
 
-  notes.push("Dry-run проверяет только provider/task contract, а не качество будущего model output.");
+  if (provider.id === "codex_workspace" && provider.status === "active") {
+    notes.push("AI Workspace adapter отправляет sanitized task contract в remote Codex worker через Assistant/Hub route.");
+  } else {
+    notes.push("Dry-run проверяет только provider/task contract, а не качество будущего model output.");
+  }
   notes.push("Результат модели должен сохраняться отдельным evidence run и проходить schema validation.");
 
   return {
@@ -288,11 +312,17 @@ function buildRunOutput(
     persistedResult: null,
     nextActions:
       status === "contract_ready"
-        ? [
-            "Подключить реальный model adapter к этому же task contract.",
-            "Сохранять model output как evidence run только после schema validation.",
-            "Сравнивать model output с deterministic fallback перед human approval."
-          ]
+        ? provider.id === "codex_workspace"
+          ? [
+              "Отправить task contract в AI Workspace Assistant / AI Hub / remote Codex worker.",
+              "Дождаться structured JSON и проверить output schema.",
+              "Сохранить валидный output как model-task evidence run; доменное promotion остается backend-owned."
+            ]
+          : [
+              "Подключить реальный model adapter к этому же task contract.",
+              "Сохранять model output как evidence run только после schema validation.",
+              "Сравнивать model output с deterministic fallback перед human approval."
+            ]
         : status === "provider_not_configured"
           ? [provider.nextSetupStep, "Пока использовать contract_dry_run для проверки маршрута."]
           : status === "task_not_found"
@@ -304,20 +334,311 @@ function buildRunOutput(
 async function insertSeoModelTaskRun(
   projectId: string,
   input: Record<string, unknown>,
-  output: SeoModelTaskRunOutput
+  output: SeoModelTaskRunOutput,
+  status: RunStatus = "done"
 ) {
+  const isTerminal = status === "done" || status === "failed" || status === "cancelled";
   const result = await pool.query<SeoModelTaskRunRow>(
     `
       insert into runs (project_id, run_type, status, input, output, started_at, completed_at)
-      values ($1, 'seo_model_task', 'done', $2::jsonb, $3::jsonb, now(), now())
+      values ($1, 'seo_model_task', $4::run_status, $2::jsonb, $3::jsonb, now(), ${isTerminal ? "now()" : "null"})
       returning id, status, input, output, error_message, started_at, completed_at, created_at
     `,
-    [projectId, JSON.stringify(input), JSON.stringify(output)]
+    [projectId, JSON.stringify(input), JSON.stringify(output), status]
   );
 
   return mapSeoModelTaskRun(result.rows[0]);
 }
 
+async function updateSeoModelTaskRun(
+  runId: string,
+  patch: {
+    completed?: boolean;
+    errorMessage?: string | null;
+    input?: Record<string, unknown>;
+    output?: SeoModelTaskRunOutput;
+    status?: RunStatus;
+  }
+) {
+  const fields: string[] = [];
+  const values: unknown[] = [runId];
+
+  if (patch.status) {
+    values.push(patch.status);
+    fields.push(`status = $${values.length}::run_status`);
+  }
+
+  if (patch.input) {
+    values.push(JSON.stringify(patch.input));
+    fields.push(`input = $${values.length}::jsonb`);
+  }
+
+  if (patch.output) {
+    values.push(JSON.stringify(patch.output));
+    fields.push(`output = $${values.length}::jsonb`);
+  }
+
+  if (Object.hasOwn(patch, "errorMessage")) {
+    values.push(patch.errorMessage ?? null);
+    fields.push(`error_message = $${values.length}`);
+  }
+
+  if (patch.completed) {
+    fields.push("completed_at = now()");
+  }
+
+  if (fields.length === 0) {
+    const result = await pool.query<SeoModelTaskRunRow>(
+      `
+        select id, status, input, output, error_message, started_at, completed_at, created_at
+        from runs
+        where id = $1 and run_type = 'seo_model_task'
+      `,
+      [runId]
+    );
+
+    return mapSeoModelTaskRun(result.rows[0]);
+  }
+
+  const result = await pool.query<SeoModelTaskRunRow>(
+    `
+      update runs
+      set ${fields.join(", ")}
+      where id = $1 and run_type = 'seo_model_task'
+      returning id, status, input, output, error_message, started_at, completed_at, created_at
+    `,
+    values
+  );
+
+  return mapSeoModelTaskRun(result.rows[0]);
+}
+
+function isRecord(value: unknown): value is Record<string, unknown> {
+  return Boolean(value && typeof value === "object" && !Array.isArray(value));
+}
+
+function getRunAiWorkspaceDispatch(run: SeoModelTaskRun): SeoAiWorkspaceDispatch | null {
+  const fromOutput = isRecord(run.modelOutput) && isRecord(run.modelOutput.aiWorkspace)
+    ? run.modelOutput.aiWorkspace
+    : null;
+  const fromInput = isRecord(run.input.aiWorkspace) ? run.input.aiWorkspace : null;
+  const source = fromOutput ?? fromInput;
+
+  if (!source) {
+    return null;
+  }
+
+  const assistantThreadId = typeof source.assistantThreadId === "string" ? source.assistantThreadId : "";
+  const assistantMessageId = typeof source.assistantMessageId === "string" ? source.assistantMessageId : "";
+  const bridgeRequestId = typeof source.bridgeRequestId === "string" ? source.bridgeRequestId : "";
+  const contractWorkspacePath = typeof source.contractWorkspacePath === "string" ? source.contractWorkspacePath : "";
+
+  if (!assistantThreadId || !assistantMessageId || !bridgeRequestId || !contractWorkspacePath) {
+    return null;
+  }
+
+  return {
+    schemaVersion: "seo-ai-workspace-dispatch.v1",
+    profile: source.profile === "deploy-host" ||
+      source.profile === "deployed-hub" ||
+      source.profile === "tunnel-local-e2e" ||
+      source.profile === "local"
+      ? source.profile
+      : "disabled",
+    assistantThreadId,
+    assistantMessageId,
+    bridgeRequestId,
+    bridgeMode: typeof source.bridgeMode === "string" ? source.bridgeMode : "hub",
+    accepted: source.accepted === true,
+    dispatchedAt: typeof source.dispatchedAt === "string" ? source.dispatchedAt : run.startedAt ?? run.createdAt,
+    selectedExecutorId: typeof source.selectedExecutorId === "string" ? source.selectedExecutorId : null,
+    contractWorkspacePath
+  };
+}
+
+async function promoteAiWorkspaceModelOutput(
+  projectId: string,
+  run: SeoModelTaskRun,
+  modelOutput: SeoAiWorkspaceModelOutput
+): Promise<DomainPromotionResult | null> {
+  if (!modelOutput.validation?.ok || !modelOutput.parsedJson) {
+    return null;
+  }
+
+  if (run.task.taskType === "seo.normalization") {
+    await saveSeoNormalizationFromModelProvider(
+      projectId,
+      modelOutput.parsedJson as unknown as SeoNormalizationContract,
+      run.runId
+    );
+    return {
+      nextAction: "SEO normalization обновлена из AI Workspace output; можно пересобирать anchor review/Wordstat queue.",
+      persistedResult: buildSeoAiWorkspacePromotedResult({
+        runType: "seo_normalization",
+        sourceModelTaskRunId: run.runId
+      })
+    };
+  }
+
+  if (run.task.taskType === "seo.keyword_cleaning") {
+    await saveKeywordCleaningFromModelProvider(
+      projectId,
+      modelOutput.parsedJson as unknown as KeywordCleaningContract,
+      run.runId
+    );
+    return {
+      nextAction: "Keyword cleaning обновлён из AI Workspace output; Stage 3 keyword map должен пересобраться из новой очистки.",
+      persistedResult: buildSeoAiWorkspacePromotedResult({
+        runType: "keyword_cleaning",
+        sourceModelTaskRunId: run.runId
+      })
+    };
+  }
+
+  if (run.task.taskType === "seo.strategy_synthesis") {
+    await saveStrategySynthesisFromModelProvider(
+      projectId,
+      modelOutput.parsedJson as unknown as StrategySynthesisContract,
+      run.runId
+    );
+    return {
+      nextAction: "Strategy synthesis обновлён из AI Workspace output; пользователь может проверять стратегию и quality gate.",
+      persistedResult: buildSeoAiWorkspacePromotedResult({
+        runType: "seo_strategy_synthesis",
+        sourceModelTaskRunId: run.runId
+      })
+    };
+  }
+
+  if (run.task.taskType === "seo.strategy_quality_review") {
+    await saveStrategyQualityReviewFromModelProvider(
+      projectId,
+      modelOutput.parsedJson as unknown as StrategyQualityReviewContract,
+      run.runId
+    );
+    return {
+      nextAction: "Strategy quality review обновлён из AI Workspace output; блокеры и warnings доступны в strategy gate.",
+      persistedResult: buildSeoAiWorkspacePromotedResult({
+        runType: "seo_strategy_quality_review",
+        sourceModelTaskRunId: run.runId
+      })
+    };
+  }
+
+  return {
+    nextAction: "Model output сохранен только в seo_model_task evidence; для этого task type доменное promotion пока не задано.",
+    persistedResult: buildSeoAiWorkspacePersistedResult(run.runId)
+  };
+}
+
+async function refreshRunningSeoModelTaskRun(row: SeoModelTaskRunRow) {
+  const run = mapSeoModelTaskRun(row);
+
+  if (!run || run.provider.id !== "codex_workspace" || run.runStatus !== "running") {
+    return run;
+  }
+
+  const dispatch = getRunAiWorkspaceDispatch(run);
+
+  if (!dispatch) {
+    return run;
+  }
+
+  const completion = await fetchSeoAiWorkspaceCompletion(dispatch);
+
+  if (completion.status === "pending") {
+    return run;
+  }
+
+  if (completion.status === "failed") {
+    return updateSeoModelTaskRun(run.runId, {
+      completed: true,
+      errorMessage: completion.error,
+      status: "failed"
+    });
+  }
+
+  const modelOutput = validateSeoAiWorkspaceModelOutput({
+    dispatch,
+    outputSchemaVersion: run.task.outputSchemaVersion,
+    rawText: completion.rawText,
+    requiredTopLevelKeys: run.task.requiredTopLevelKeys
+  });
+  let promotion: DomainPromotionResult | null = null;
+
+  if (modelOutput.validation?.ok) {
+    try {
+      promotion = await promoteAiWorkspaceModelOutput(run.projectId, run, modelOutput);
+    } catch (error) {
+      modelOutput.validation = {
+        ...modelOutput.validation,
+        ok: false,
+        errors: [
+          ...modelOutput.validation.errors,
+          `Domain promotion failed: ${error instanceof Error ? error.message : "unknown_error"}`
+        ]
+      };
+      modelOutput.status = "schema_invalid";
+    }
+  }
+  const {
+    runId: _runId,
+    runStatus: _runStatus,
+    input: _input,
+    startedAt: _startedAt,
+    completedAt: _completedAt,
+    errorMessage: _errorMessage,
+    createdAt: _createdAt,
+    ...storedOutput
+  } = run;
+  const output: SeoModelTaskRunOutput = {
+    ...storedOutput,
+    modelOutput,
+    persistedResult: modelOutput.validation?.ok ? promotion?.persistedResult ?? buildSeoAiWorkspacePersistedResult(run.runId) : null,
+    nextActions: modelOutput.validation?.ok
+      ? [
+          promotion?.nextAction ?? "Model output сохранен в seo_model_task run как evidence.",
+          "Human gates остаются обязательными перед strategy/rewrite/apply."
+        ]
+      : [
+          "Исправить remote Codex output: он не прошел JSON/schema validation.",
+          "Повторить task через codex_workspace после корректировки prompt/contract.",
+          "Не продвигать этот output в strategy/rewrite."
+        ]
+  };
+
+  return updateSeoModelTaskRun(run.runId, {
+    completed: true,
+    errorMessage: modelOutput.validation?.ok ? null : modelOutput.validation?.errors.join(" "),
+    output,
+    status: modelOutput.validation?.ok ? "done" : "failed"
+  });
+}
+
+async function refreshRunningSeoModelTaskRuns(projectId: string) {
+  const result = await pool.query<SeoModelTaskRunRow>(
+    `
+      select id, status, input, output, error_message, started_at, completed_at, created_at
+      from runs
+      where project_id = $1
+        and run_type = 'seo_model_task'
+        and status = 'running'
+        and input->>'providerId' = 'codex_workspace'
+      order by created_at desc
+      limit 5
+    `,
+    [projectId]
+  );
+
+  for (const row of result.rows) {
+    try {
+      await refreshRunningSeoModelTaskRun(row);
+    } catch {
+      // Status reads should not fail when the external Assistant route is temporarily unavailable.
+    }
+  }
+}
+
 export async function getLatestSeoModelTaskRuns(projectId: string, limit = 8): Promise<SeoModelTaskRun[]> {
   const result = await pool.query<SeoModelTaskRunRow>(
     `
@@ -336,6 +657,7 @@ export async function getLatestSeoModelTaskRuns(projectId: string, limit = 8): P
 export async function getSeoModelProviderStatusContract(
   projectId: string
 ): Promise<SeoModelProviderStatusContract> {
+  await refreshRunningSeoModelTaskRuns(projectId);
   const [catalog, latestRuns] = await Promise.all([getSeoModelProviderCatalog(), getLatestSeoModelTaskRuns(projectId)]);
 
   return {
@@ -353,15 +675,77 @@ export async function runSeoModelTask(projectId: string, input: SeoModelTaskRunI
   const context = await getSeoModelContextContract(projectId);
   const task = findTask(context.modelTasks, input);
   const output = buildRunOutput(projectId, provider, task, context.schemaVersion);
+  const baseInput = {
+    schemaVersion: "seo-model-task-run-input.v1",
+    providerId,
+    requestedTaskId: input.taskId ?? null,
+    requestedTaskType: input.taskType ?? null,
+    sourceContextGeneratedAt: context.generatedAt
+  };
+
+  if (provider.id === "codex_workspace" && output.status === "contract_ready" && task) {
+    const queuedRun = await insertSeoModelTaskRun(projectId, baseInput, output, "running");
+
+    if (!queuedRun) {
+      throw new Error("Не удалось сохранить seo model task run.");
+    }
+
+    try {
+      const dispatch = await dispatchSeoModelTaskToAiWorkspace({
+        projectId,
+        runId: queuedRun.runId,
+        task
+      });
+      const dispatchedOutput: SeoModelTaskRunOutput = {
+        ...output,
+        modelOutput: buildAcceptedAiWorkspaceModelOutput(dispatch),
+        nextActions: [
+          "AI Workspace request accepted; model output will be collected from Assistant thread messages.",
+          "Refresh model-provider status to pick up bridge_final/bridge_failure.",
+          "Structured JSON must pass schema validation before task-specific evidence promotion."
+        ]
+      };
+      const dispatchedRun = await updateSeoModelTaskRun(queuedRun.runId, {
+        input: {
+          ...baseInput,
+          aiWorkspace: dispatch
+        },
+        output: dispatchedOutput,
+        status: "running"
+      });
+
+      if (!dispatchedRun) {
+        throw new Error("Не удалось обновить seo model task run после AI Workspace dispatch.");
+      }
+
+      return dispatchedRun;
+    } catch (error) {
+      const failedOutput: SeoModelTaskRunOutput = {
+        ...output,
+        nextActions: [
+          "Проверить SEO AI Workspace config/profile и выбранный Codex executor.",
+          "Повторить dispatch после восстановления Assistant/Hub/worker route.",
+          "Не использовать fallback на deployed product hosts или executor workspace по умолчанию."
+        ]
+      };
+      const failedRun = await updateSeoModelTaskRun(queuedRun.runId, {
+        completed: true,
+        errorMessage: error instanceof Error ? error.message : "ai_workspace_dispatch_failed",
+        output: failedOutput,
+        status: "failed"
+      });
+
+      if (!failedRun) {
+        throw error;
+      }
+
+      return failedRun;
+    }
+  }
+
   const run = await insertSeoModelTaskRun(
     projectId,
-    {
-      schemaVersion: "seo-model-task-run-input.v1",
-      providerId,
-      requestedTaskId: input.taskId ?? null,
-      requestedTaskType: input.taskType ?? null,
-      sourceContextGeneratedAt: context.generatedAt
-    },
+    baseInput,
     output
   );
 
diff --git a/seo_mode/seo_mode/server/src/normalization/seoNormalization.ts b/seo_mode/seo_mode/server/src/normalization/seoNormalization.ts
index 57bd78a..e01c227 100644
--- a/seo_mode/seo_mode/server/src/normalization/seoNormalization.ts
+++ b/seo_mode/seo_mode/server/src/normalization/seoNormalization.ts
@@ -18,7 +18,7 @@ type SeoIntentType =
 type SeoMarketRole = "commercial" | "core" | "exclude" | "integration" | "problem" | "support";
 type SeoReviewStatus = "auto_approved" | "needs_human" | "rejected";
 type RunStatus = "queued" | "running" | "done" | "failed" | "cancelled";
-type SeoNormalizationProviderMode = "codex_manual" | "deterministic_fallback";
+type SeoNormalizationProviderMode = "codex_manual" | "codex_workspace" | "deterministic_fallback";
 
 type SeoNormalizationRunRow = {
   id: string;
@@ -1047,3 +1047,42 @@ export async function saveSeoNormalizationManual(
 
   return run;
 }
+
+export async function saveSeoNormalizationFromModelProvider(
+  projectId: string,
+  output: SeoNormalizationContract,
+  sourceModelTaskRunId: string
+): Promise<SeoNormalizationContract> {
+  const normalizedOutput = normalizeSeoNormalizationOutput(
+    projectId,
+    output,
+    "codex_workspace",
+    "AI Workspace Codex provider выполнил seo.normalization по contract-only task; результат сохранён как evidence после backend validation."
+  );
+  const result = await pool.query<SeoNormalizationRunRow>(
+    `
+      insert into runs (project_id, run_type, status, input, output, started_at, completed_at)
+      values ($1, 'seo_normalization', 'done', $2::jsonb, $3::jsonb, now(), now())
+      returning id, status, input, output, error_message, started_at, completed_at, created_at;
+    `,
+    [
+      projectId,
+      JSON.stringify({
+        providerMode: "codex_workspace",
+        schemaVersion: "seo-normalization-model-provider-input.v1",
+        semanticRunId: normalizedOutput.semanticRunId,
+        sourceModelTaskRunId,
+        sourceTaskId: normalizedOutput.sourceTaskId,
+        taskType: "seo.normalization"
+      }),
+      JSON.stringify(normalizedOutput)
+    ]
+  );
+  const run = result.rows[0] ? mapSeoNormalizationRun(result.rows[0]) : null;
+
+  if (!run) {
+    throw new Error("Не удалось сохранить AI Workspace SEO normalization.");
+  }
+
+  return run;
+}
diff --git a/seo_mode/seo_mode/server/src/settings/externalServiceSettings.ts b/seo_mode/seo_mode/server/src/settings/externalServiceSettings.ts
index 382491e..6937d11 100644
--- a/seo_mode/seo_mode/server/src/settings/externalServiceSettings.ts
+++ b/seo_mode/seo_mode/server/src/settings/externalServiceSettings.ts
@@ -1,7 +1,9 @@
 import { env } from "../config/env.js";
 import { pool } from "../db/client.js";
+import { getSeoAiWorkspaceConfigStatus } from "../modelProvider/aiWorkspaceBridgeConfig.js";
 
 export type ExternalServiceId =
+  | "seo_analytics_model"
   | "yandex_cloud"
   | "yandex_metrica"
   | "yandex_search_serp"
@@ -91,6 +93,7 @@ export type WordstatRuntimeConfig =
       provider: "mcp_kv";
       mode: "mcp_kv";
       mcpEndpoint: string;
+      maxSeedsPerRun: number;
     }
   | {
       provider: "yandex_api";
@@ -102,6 +105,7 @@ export type WordstatRuntimeConfig =
       regionIds: string[];
       devices: string[];
       numPhrases: number;
+      maxSeedsPerRun: number;
     };
 
 const WORDSTAT_BASE_URL = "https://searchapi.api.cloud.yandex.net/v2/wordstat";
@@ -110,6 +114,30 @@ const WEBMASTER_BASE_URL = "https://api.webmaster.yandex.net/v4";
 const METRICA_BASE_URL = "https://api-metrika.yandex.net";
 
 const serviceDefinitions: Record<ExternalServiceId, ExternalServiceDefinition> = {
+  seo_analytics_model: {
+    id: "seo_analytics_model",
+    label: "Аналитическая модель",
+    description:
+      "Model-provider для SEO task contracts через AI Workspace surface seo-mode. Сейчас доступен Codex bridge без доступа к Yandex credentials, исходникам и apply/write actions.",
+    implementationStatus: "active",
+    defaultMode: "local_codex",
+    modes: [
+      { id: "disabled", label: "Отключено" },
+      { id: "local_codex", label: "Codex bridge" }
+    ],
+    docs: [],
+    publicFields: [
+      {
+        id: "executorId",
+        label: "AI Workspace executor",
+        type: "text",
+        required: false,
+        placeholder: "generated after setup command",
+        help: "Stored SEO-only executor id. Hidden in UI; used to avoid global Assistant selected-executor fallback."
+      }
+    ],
+    secretFields: []
+  },
   yandex_cloud: {
     id: "yandex_cloud",
     label: "Yandex AI Studio / Cloud API key",
@@ -223,6 +251,14 @@ const serviceDefinitions: Record<ExternalServiceId, ExternalServiceDefinition> =
         placeholder: "50",
         help: "Сколько Wordstat rows запрашивать для одной seed-фразы."
       },
+      {
+        id: "maxSeedsPerRun",
+        label: "Max seeds per run",
+        type: "number",
+        required: false,
+        placeholder: "40",
+        help: "Сколько seed-фраз максимум отправлять за один запуск Wordstat, чтобы не сжечь внешний бюджет."
+      },
       {
         id: "mcpEndpoint",
         label: "MCP endpoint",
@@ -386,6 +422,7 @@ function getFieldDefault(serviceId: ExternalServiceId, fieldId: string) {
       apiBaseUrl: WORDSTAT_BASE_URL,
       devices: "DEVICE_ALL",
       numPhrases: "50",
+      maxSeedsPerRun: "40",
       regionIds: "225"
     };
 
@@ -446,6 +483,16 @@ function getMissingFields(
 
   const missing: string[] = [];
 
+  if (definition.id === "seo_analytics_model") {
+    const aiWorkspaceStatus = getSeoAiWorkspaceConfigStatus();
+
+    if (!aiWorkspaceStatus.configured) {
+      return ["aiWorkspaceProfile"];
+    }
+
+    return publicConfig.executorId?.trim() ? [] : ["executorId"];
+  }
+
   for (const field of definition.publicFields) {
     if (field.id === "mcpEndpoint" && mode !== "mcp_kv") {
       continue;
@@ -681,6 +728,19 @@ export async function updateExternalServiceSettings(
   return mapRow(definition, row, dependencyStatuses);
 }
 
+export async function getSeoAnalyticsModelRuntimeConfig() {
+  const rows = await getSettingsRows();
+  const row = rows.get("seo_analytics_model") ?? null;
+  const definition = serviceDefinitions.seo_analytics_model;
+  const publicConfig = getPublicConfig(definition, row);
+
+  return {
+    enabled: Boolean(row?.enabled && row.mode === "local_codex"),
+    executorId: publicConfig.executorId?.trim() || null,
+    mode: row?.mode ?? "disabled"
+  };
+}
+
 function splitCsv(value: string | undefined, fallback: string[]) {
   const values = (value ?? "")
     .split(",")
@@ -711,7 +771,8 @@ export async function getWordstatRuntimeConfig(): Promise<WordstatRuntimeConfig>
       return {
         provider: "mcp_kv",
         mode: "mcp_kv",
-        mcpEndpoint: endpoint
+        mcpEndpoint: endpoint,
+        maxSeedsPerRun: getNumber(mapped.publicConfig.maxSeedsPerRun, 40)
       };
     }
   }
@@ -731,7 +792,8 @@ export async function getWordstatRuntimeConfig(): Promise<WordstatRuntimeConfig>
       folderId: cloudPublicConfig.folderId,
       regionIds: splitCsv(mapped.publicConfig.regionIds, ["225"]),
       devices: splitCsv(mapped.publicConfig.devices, ["DEVICE_ALL"]),
-      numPhrases: getNumber(mapped.publicConfig.numPhrases, 50)
+      numPhrases: getNumber(mapped.publicConfig.numPhrases, 50),
+      maxSeedsPerRun: getNumber(mapped.publicConfig.maxSeedsPerRun, 40)
     };
   }
 
@@ -739,7 +801,8 @@ export async function getWordstatRuntimeConfig(): Promise<WordstatRuntimeConfig>
     return {
       provider: "mcp_kv",
       mode: "mcp_kv",
-      mcpEndpoint: env.marketProviders.wordstat.mcpEndpoint
+      mcpEndpoint: env.marketProviders.wordstat.mcpEndpoint,
+      maxSeedsPerRun: env.marketProviders.wordstat.maxSeedsPerRun
     };
   }
 
@@ -758,7 +821,8 @@ export async function getWordstatRuntimeConfig(): Promise<WordstatRuntimeConfig>
       folderId: env.marketProviders.wordstat.folderId,
       regionIds: env.marketProviders.wordstat.regionIds,
       devices: env.marketProviders.wordstat.devices,
-      numPhrases: env.marketProviders.wordstat.numPhrases
+      numPhrases: env.marketProviders.wordstat.numPhrases,
+      maxSeedsPerRun: env.marketProviders.wordstat.maxSeedsPerRun
     };
   }
 
diff --git a/seo_mode/seo_mode/server/src/settings/routes.ts b/seo_mode/seo_mode/server/src/settings/routes.ts
index 8faf2ef..6d7e243 100644
--- a/seo_mode/seo_mode/server/src/settings/routes.ts
+++ b/seo_mode/seo_mode/server/src/settings/routes.ts
@@ -6,11 +6,16 @@ import {
   updateExternalServiceSettings,
   type ExternalServiceId
 } from "./externalServiceSettings.js";
+import {
+  createSeoAnalyticsModelSetupCommand,
+  probeSeoAnalyticsModel
+} from "./seoAnalyticsModelBridge.js";
 import { runYandexAiStudioProbe } from "./yandexAiStudioProbe.js";
 
 export const settingsRouter = Router();
 
 const externalServiceIdSchema = z.enum([
+  "seo_analytics_model",
   "yandex_cloud",
   "yandex_metrica",
   "yandex_search_serp",
@@ -27,6 +32,13 @@ const updateExternalServiceSettingsSchema = z.object({
 const yandexAiStudioProbeSchema = z.object({
   phrase: z.string().trim().min(2).max(160).optional()
 });
+const seoAnalyticsModelSetupCommandSchema = z.object({
+  executorId: z.string().uuid().optional(),
+  port: z.coerce.number().int().positive().max(65535).optional()
+});
+const seoAnalyticsModelProbeSchema = z.object({
+  executorId: z.string().uuid().optional()
+});
 
 function sendError(response: Response, status: number, message: string) {
   response.status(status).json({
@@ -65,6 +77,42 @@ settingsRouter.post("/external-services/yandex_cloud/probe", async (request, res
   }
 });
 
+settingsRouter.post("/external-services/seo_analytics_model/setup-command", async (request, response) => {
+  try {
+    const input = seoAnalyticsModelSetupCommandSchema.parse(request.body ?? {});
+
+    response.status(201).json({
+      setupCommand: await createSeoAnalyticsModelSetupCommand(input)
+    });
+  } catch (error) {
+    if (error instanceof z.ZodError) {
+      sendError(response, 400, error.issues[0]?.message ?? "Проверь параметры setup command.");
+      return;
+    }
+
+    console.error(error);
+    sendError(response, 500, error instanceof Error ? error.message : "Не удалось подготовить Codex bridge setup command.");
+  }
+});
+
+settingsRouter.post("/external-services/seo_analytics_model/probe", async (request, response) => {
+  try {
+    const input = seoAnalyticsModelProbeSchema.parse(request.body ?? {});
+
+    response.json({
+      probe: await probeSeoAnalyticsModel(input)
+    });
+  } catch (error) {
+    if (error instanceof z.ZodError) {
+      sendError(response, 400, error.issues[0]?.message ?? "Проверь параметры probe.");
+      return;
+    }
+
+    console.error(error);
+    sendError(response, 500, error instanceof Error ? error.message : "Не удалось проверить Codex bridge.");
+  }
+});
+
 settingsRouter.patch("/external-services/:serviceId", async (request, response) => {
   try {
     const serviceId = externalServiceIdSchema.parse(request.params.serviceId) as ExternalServiceId;
diff --git a/seo_mode/seo_mode/server/src/settings/seoAnalyticsModelBridge.ts b/seo_mode/seo_mode/server/src/settings/seoAnalyticsModelBridge.ts
new file mode 100644
index 0000000..01fe3a1
--- /dev/null
+++ b/seo_mode/seo_mode/server/src/settings/seoAnalyticsModelBridge.ts
@@ -0,0 +1,320 @@
+import { randomUUID } from "node:crypto";
+import { env } from "../config/env.js";
+import { assistantRequest } from "../modelProvider/aiWorkspaceBridge.js";
+import { getSeoAiWorkspaceConfigStatus } from "../modelProvider/aiWorkspaceBridgeConfig.js";
+
+type JsonRecord = Record<string, unknown>;
+
+type AiWorkspaceExecutor = {
+  id: string;
+  name: string;
+  type: string;
+  connectionMode: "direct" | "hub";
+  workspacePath: string | null;
+  pairingCode: string | null;
+  model: string | null;
+  accountLabel: string | null;
+  capabilities: string[];
+  status: "unknown" | "online" | "offline" | "checking" | "error";
+  statusDetail: string;
+  lastSeenAt: string | null;
+  metadata: JsonRecord;
+};
+
+type AiWorkspaceExecutorsResponse = {
+  selectedExecutorId?: string | null;
+  executors?: AiWorkspaceExecutor[];
+};
+
+type AiWorkspaceExecutorResponse = {
+  executor?: AiWorkspaceExecutor;
+};
+
+type AiWorkspaceSetupCommandResponse = {
+  install?: {
+    command?: string;
+    packageName?: string;
+    packageSpec?: string;
+    gatewayUrl?: string;
+    expiresAt?: string;
+  };
+  setupCode?: {
+    suffix?: string;
+    expiresAt?: string;
+  };
+};
+
+type AiWorkspaceExecutorCheckResponse = {
+  executor?: AiWorkspaceExecutor;
+  check?: JsonRecord;
+};
+
+export type SeoAnalyticsModelSetupCommand = {
+  schemaVersion: "seo-analytics-model-setup-command.v1";
+  generatedAt: string;
+  profile: string;
+  executor: {
+    id: string;
+    name: string;
+    status: AiWorkspaceExecutor["status"];
+    statusDetail: string;
+  };
+  install: {
+    command: string;
+    packageName: string;
+    packageSpec: string;
+    gatewayUrl: string;
+    expiresAt: string | null;
+  };
+  setupCode: {
+    suffix: string | null;
+    expiresAt: string | null;
+  };
+};
+
+export type SeoAnalyticsModelProbe = {
+  schemaVersion: "seo-analytics-model-probe.v1";
+  checkedAt: string;
+  profile: string;
+  config: {
+    configured: boolean;
+    assistantUrl: string | null;
+    selectedExecutorId: string | null;
+    contractWorkspacePath: string | null;
+    errors: string[];
+    warnings: string[];
+  };
+  executor: {
+    id: string | null;
+    name: string | null;
+    status: AiWorkspaceExecutor["status"] | "not_configured";
+    statusDetail: string;
+    lastSeenAt: string | null;
+  };
+  connection: {
+    ok: boolean;
+    status: "connected" | "missing_config" | "not_configured" | "offline" | "error";
+    detail: string;
+  };
+  check: JsonRecord | null;
+};
+
+function isJsonRecord(value: unknown): value is JsonRecord {
+  return Boolean(value && typeof value === "object" && !Array.isArray(value));
+}
+
+function isUuid(value: string | null | undefined) {
+  return Boolean(
+    value &&
+      /^[0-9a-f]{8}-[0-9a-f]{4}-[1-5][0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$/i.test(value)
+  );
+}
+
+function isSeoAnalyticsExecutor(executor: AiWorkspaceExecutor) {
+  const metadata = isJsonRecord(executor.metadata) ? executor.metadata : {};
+
+  return (
+    metadata.appId === "seo-mode" ||
+    metadata.surface === "seo-mode" ||
+    metadata.modeId === "seo-model-task" ||
+    executor.name === "NDC SEO Mode Codex Bridge" ||
+    executor.name === "NDC SEO Mode Local Codex"
+  );
+}
+
+async function listAiWorkspaceExecutors() {
+  const response = await assistantRequest<AiWorkspaceExecutorsResponse>("/api/ai-workspace/assistant/v1/executors", {
+    method: "GET"
+  });
+
+  return {
+    executors: Array.isArray(response.executors) ? response.executors : [],
+    selectedExecutorId: typeof response.selectedExecutorId === "string" ? response.selectedExecutorId : null
+  };
+}
+
+async function createSeoAnalyticsExecutor() {
+  const response = await assistantRequest<AiWorkspaceExecutorResponse>("/api/ai-workspace/assistant/v1/executors", {
+    body: {
+        accountLabel: "NDC SEO Mode",
+      capabilities: ["codex-exec", "dynamic-run-profile", "seo-model-task", "structured-json"],
+      connectionMode: "hub",
+      id: randomUUID(),
+      metadata: {
+        appId: "seo-mode",
+        createdBy: "nodedc-seo-mode",
+        modeId: "seo-model-task",
+        profile: env.aiWorkspace.profile,
+        surface: "seo-mode"
+      },
+      model: "codex-bridge",
+      name: "NDC SEO Mode Codex Bridge",
+      status: "unknown",
+      type: "codex-remote",
+      workspacePath: env.aiWorkspace.contractWorkspacePath ?? ""
+    },
+    method: "POST"
+  });
+
+  if (!response.executor?.id) {
+    throw new Error("ai_workspace_executor_id_missing");
+  }
+
+  return response.executor;
+}
+
+async function resolveSeoAnalyticsExecutor(inputExecutorId?: string | null) {
+  const { executors, selectedExecutorId } = await listAiWorkspaceExecutors();
+  const explicitExecutorId =
+    (isUuid(inputExecutorId) ? inputExecutorId : null) ||
+    (isUuid(env.aiWorkspace.selectedExecutorId) ? env.aiWorkspace.selectedExecutorId : null);
+  const explicitExecutor = explicitExecutorId
+    ? executors.find((executor) => executor.id === explicitExecutorId) ?? null
+    : null;
+  const selectedExecutor = selectedExecutorId
+    ? executors.find((executor) => executor.id === selectedExecutorId && isSeoAnalyticsExecutor(executor)) ?? null
+    : null;
+  const seoExecutor = executors.find(isSeoAnalyticsExecutor) ?? null;
+
+  return {
+    executor: explicitExecutor ?? selectedExecutor ?? seoExecutor,
+    selectedExecutorId
+  };
+}
+
+export async function createSeoAnalyticsModelSetupCommand(input: { executorId?: string | null; port?: number }) {
+  const configStatus = getSeoAiWorkspaceConfigStatus();
+
+  if (!configStatus.configured) {
+    throw new Error(configStatus.errors.join(" ") || "SEO AI Workspace bridge is not configured.");
+  }
+
+  const resolved = await resolveSeoAnalyticsExecutor(input.executorId);
+  const executor = resolved.executor ?? await createSeoAnalyticsExecutor();
+
+  const setup = await assistantRequest<AiWorkspaceSetupCommandResponse>(
+    `/api/ai-workspace/assistant/v1/executors/${encodeURIComponent(executor.id)}/agent/setup-command`,
+    {
+      body: {
+        port: input.port ?? 8787
+      },
+      method: "POST"
+    }
+  );
+  const command = String(setup.install?.command || "");
+
+  if (!command) {
+    throw new Error("ai_workspace_setup_command_missing");
+  }
+
+  return {
+    schemaVersion: "seo-analytics-model-setup-command.v1",
+    generatedAt: new Date().toISOString(),
+    profile: configStatus.profile,
+    executor: {
+      id: executor.id,
+      name: executor.name,
+      status: executor.status,
+      statusDetail: executor.statusDetail
+    },
+    install: {
+      command,
+      packageName: String(setup.install?.packageName || ""),
+      packageSpec: String(setup.install?.packageSpec || ""),
+      gatewayUrl: String(setup.install?.gatewayUrl || ""),
+      expiresAt: setup.install?.expiresAt ?? null
+    },
+    setupCode: {
+      suffix: setup.setupCode?.suffix ?? null,
+      expiresAt: setup.setupCode?.expiresAt ?? setup.install?.expiresAt ?? null
+    }
+  } satisfies SeoAnalyticsModelSetupCommand;
+}
+
+export async function probeSeoAnalyticsModel(input: { executorId?: string | null } = {}): Promise<SeoAnalyticsModelProbe> {
+  const checkedAt = new Date().toISOString();
+  const configStatus = getSeoAiWorkspaceConfigStatus();
+  const config = {
+    configured: configStatus.configured,
+    assistantUrl: configStatus.assistantUrl,
+    selectedExecutorId: configStatus.selectedExecutorId,
+    contractWorkspacePath: configStatus.contractWorkspacePath,
+    errors: configStatus.errors,
+    warnings: configStatus.warnings
+  };
+
+  if (!configStatus.configured) {
+    return {
+      schemaVersion: "seo-analytics-model-probe.v1",
+      checkedAt,
+      profile: configStatus.profile,
+      config,
+      executor: {
+        id: null,
+        name: null,
+        status: "not_configured",
+        statusDetail: "missing_ai_workspace_config",
+        lastSeenAt: null
+      },
+      connection: {
+        ok: false,
+        status: "missing_config",
+        detail: configStatus.errors.join(" ") || "SEO AI Workspace bridge is not configured."
+      },
+      check: null
+    };
+  }
+
+  const resolved = await resolveSeoAnalyticsExecutor(input.executorId);
+
+  if (!resolved.executor) {
+    return {
+      schemaVersion: "seo-analytics-model-probe.v1",
+      checkedAt,
+      profile: configStatus.profile,
+      config,
+      executor: {
+        id: null,
+        name: null,
+        status: "not_configured",
+        statusDetail: "seo_codex_executor_missing",
+        lastSeenAt: null
+      },
+      connection: {
+        ok: false,
+        status: "not_configured",
+        detail: "Сначала сгенерируй NPM-команду и запусти bridge на Codex-машине."
+      },
+      check: null
+    };
+  }
+
+  const response = await assistantRequest<AiWorkspaceExecutorCheckResponse>(
+    `/api/ai-workspace/assistant/v1/executors/${encodeURIComponent(resolved.executor.id)}/check`,
+    {
+      method: "POST"
+    }
+  );
+  const executor = response.executor ?? resolved.executor;
+  const isConnected = executor.status === "online";
+
+  return {
+    schemaVersion: "seo-analytics-model-probe.v1",
+    checkedAt,
+    profile: configStatus.profile,
+    config,
+    executor: {
+      id: executor.id,
+      name: executor.name,
+      status: executor.status,
+      statusDetail: executor.statusDetail,
+      lastSeenAt: executor.lastSeenAt
+    },
+    connection: {
+      ok: isConnected,
+      status: isConnected ? "connected" : executor.status === "error" ? "error" : "offline",
+      detail: isConnected ? "Codex bridge is online." : executor.statusDetail || "bridge_agent_offline"
+    },
+    check: response.check ?? null
+  };
+}
diff --git a/seo_mode/seo_mode/server/src/strategy/seoStrategy.ts b/seo_mode/seo_mode/server/src/strategy/seoStrategy.ts
index 503a6b3..0190a25 100644
--- a/seo_mode/seo_mode/server/src/strategy/seoStrategy.ts
+++ b/seo_mode/seo_mode/server/src/strategy/seoStrategy.ts
@@ -207,6 +207,10 @@ function normalizeKey(value: string | null) {
   return value?.trim() || "unmapped";
 }
 
+function normalizePhraseKey(value: string) {
+  return value.trim().replace(/\s+/g, " ").toLocaleLowerCase("ru-RU");
+}
+
 function getConfidence(score: number): SeoStrategyConfidence {
   if (score >= 75) {
     return "high";
@@ -953,14 +957,22 @@ function buildOpportunities(
 
 function buildSerpOpportunities(
   serpInterpretation: SerpInterpretationContract,
+  keywordMap: KeywordMapContract,
   siteMaturity: SeoStrategyContract["siteMaturity"]
 ): SeoStrategyContract["opportunities"] {
   if (serpInterpretation.state !== "ready") {
     return [];
   }
 
+  const approvedPhraseSet = new Set(keywordMap.persisted.items.map((item) => normalizePhraseKey(item.phrase)));
+
   return serpInterpretation.phraseInterpretations
-    .filter((phrase) => phrase.confidence !== "low" && phrase.intent !== "unknown")
+    .filter(
+      (phrase) =>
+        phrase.confidence !== "low" &&
+        phrase.intent !== "unknown" &&
+        approvedPhraseSet.has(normalizePhraseKey(phrase.phrase))
+    )
     .slice(0, 6)
     .map((phrase) => {
       const isMismatch = phrase.targetFit === "mismatch";
@@ -1336,7 +1348,7 @@ export async function getSeoStrategyContract(projectId: string): Promise<SeoStra
   const phasePlan = buildPhasePlan(siteMaturity);
   const opportunities = [
     ...buildOpportunities(cleaning, keywordMap, siteMaturity),
-    ...buildSerpOpportunities(serpInterpretation, siteMaturity)
+    ...buildSerpOpportunities(serpInterpretation, keywordMap, siteMaturity)
   ];
   const missingEvidence = buildMissingEvidence(market, contextReview, yandexEvidence, serpInterpretation);
   const risks = buildRisks({
diff --git a/seo_mode/seo_mode/server/src/strategy/strategyQualityReview.ts b/seo_mode/seo_mode/server/src/strategy/strategyQualityReview.ts
index c9bc6ad..48e0bba 100644
--- a/seo_mode/seo_mode/server/src/strategy/strategyQualityReview.ts
+++ b/seo_mode/seo_mode/server/src/strategy/strategyQualityReview.ts
@@ -5,7 +5,7 @@ import { getLatestStrategySynthesisContract, type StrategySynthesisContract } fr
 import { buildStrategyQualityReviewModelTask } from "./strategyQualityReviewTask.js";
 
 type RunStatus = "cancelled" | "done" | "failed" | "queued" | "running";
-type StrategyQualityReviewProviderMode = "codex_manual" | "deterministic_fallback";
+type StrategyQualityReviewProviderMode = "codex_manual" | "codex_workspace" | "deterministic_fallback";
 type StrategyQualityReviewState = "not_ready" | "ready";
 type StrategyQualityReviewVerdictStatus = "approved" | "blocked" | "needs_changes";
 type StrategyQualityReviewCheckStatus = "fail" | "pass" | "warning";
@@ -112,6 +112,161 @@ function getDefaultAnalystReview(): StrategyQualityReviewContract["analystReview
   };
 }
 
+function isVerdictStatus(value: unknown): value is StrategyQualityReviewVerdictStatus {
+  return value === "approved" || value === "blocked" || value === "needs_changes";
+}
+
+function isConfidence(value: unknown): value is StrategyQualityReviewContract["verdict"]["confidence"] {
+  return value === "high" || value === "medium" || value === "low";
+}
+
+function normalizeCheckStatus(value: unknown): StrategyQualityReviewCheckStatus {
+  if (value === "pass" || value === "passed") return "pass";
+  if (value === "fail" || value === "failed") return "fail";
+  if (value === "warning" || value === "warn") return "warning";
+  return "warning";
+}
+
+function normalizeCheckSeverity(value: unknown): StrategyQualityReviewSeverity {
+  if (value === "critical" || value === "high" || value === "medium" || value === "low") {
+    return value;
+  }
+
+  return "low";
+}
+
+function normalizeCheckCategory(value: unknown): StrategyQualityReviewCategory {
+  const category = String(value || "").trim();
+
+  if (
+    category === "business_drift" ||
+    category === "evidence_integrity" ||
+    category === "hallucination_guardrail" ||
+    category === "phase_guardrail" ||
+    category === "source_safety" ||
+    category === "ux_clarity"
+  ) {
+    return category;
+  }
+
+  if (category === "business_scope") return "business_drift";
+  if (category === "evidence" || category === "evidence_gap") return "evidence_integrity";
+  if (category === "phase" || category === "phase_violation") return "phase_guardrail";
+  if (category === "guardrail" || category === "intent") return "hallucination_guardrail";
+  if (category === "input_state") return "ux_clarity";
+
+  return "source_safety";
+}
+
+function normalizeModelProviderChecks(value: unknown, fallback: StrategyQualityReviewContract["checks"]) {
+  if (!Array.isArray(value)) {
+    return fallback;
+  }
+
+  return value.map((item, index) => {
+    const record = (item && typeof item === "object" ? item : {}) as Record<string, unknown>;
+
+    return makeCheck({
+      action: typeof record.action === "string" && record.action.trim() ? record.action.trim() : "Проверить пункт quality gate вручную.",
+      category: normalizeCheckCategory(record.category),
+      evidenceRefs: Array.isArray(record.evidenceRefs) ? record.evidenceRefs.map((ref) => String(ref || "").trim()).filter(Boolean) : [],
+      id: typeof record.id === "string" && record.id.trim() ? record.id.trim() : `model-check:${index + 1}`,
+      message: typeof record.message === "string" && record.message.trim() ? record.message.trim() : "Модель вернула проверку без описания.",
+      severity: normalizeCheckSeverity(record.severity),
+      status: normalizeCheckStatus(record.status),
+      title: typeof record.title === "string" && record.title.trim() ? record.title.trim() : `Проверка ${index + 1}`
+    });
+  });
+}
+
+function stringList(value: unknown, fallback: string[]) {
+  if (!Array.isArray(value)) {
+    return fallback;
+  }
+
+  const result = value.map((item) => {
+    if (typeof item === "string") {
+      return item.trim();
+    }
+
+    if (item && typeof item === "object") {
+      const record = item as Record<string, unknown>;
+
+      for (const key of ["title", "message", "action", "summary", "nextStep", "label"]) {
+        const text = record[key];
+
+        if (typeof text === "string" && text.trim()) {
+          return text.trim();
+        }
+      }
+    }
+
+    return String(item || "").trim();
+  }).filter(Boolean);
+
+  return result.length > 0 ? result : fallback;
+}
+
+function mergeModelProviderStrategyQualityReviewOutput(
+  output: StrategyQualityReviewContract,
+  fallback: StrategyQualityReviewContract
+): StrategyQualityReviewContract {
+  const rawOutput = output as StrategyQualityReviewContract & Record<string, any>;
+  const rawVerdict = rawOutput.verdict;
+  const verdict = (rawVerdict && typeof rawVerdict === "object" ? rawVerdict : {}) as Record<string, any>;
+  const status = isVerdictStatus(rawVerdict) ? rawVerdict : isVerdictStatus(verdict.status) ? verdict.status : fallback.verdict.status;
+  const blockers = stringList(rawOutput.blockers, fallback.blockers);
+  const warnings = stringList(rawOutput.warnings, fallback.warnings);
+  const summary =
+    typeof rawOutput.summary === "string" && rawOutput.summary.trim()
+      ? rawOutput.summary.trim()
+      : typeof verdict.summary === "string" && verdict.summary.trim()
+        ? verdict.summary.trim()
+        : fallback.summary;
+  const score = Number(verdict.score ?? rawOutput.readiness?.score ?? fallback.verdict.score);
+
+  return {
+    ...fallback,
+    ...output,
+    analystReview: output.analystReview ?? fallback.analystReview,
+    approvedSignals: stringList(rawOutput.approvedSignals, fallback.approvedSignals),
+    blockers,
+    checks: normalizeModelProviderChecks(rawOutput.checks, fallback.checks),
+    nextActions: stringList(rawOutput.nextActions, fallback.nextActions),
+    readiness: {
+      ...fallback.readiness,
+      ...(rawOutput.readiness && typeof rawOutput.readiness === "object" ? rawOutput.readiness : {})
+    },
+    runId: output.runId ?? fallback.runId,
+    semanticRunId: output.semanticRunId ?? fallback.semanticRunId,
+    sourceSerpInterpretationRunId: output.sourceSerpInterpretationRunId ?? fallback.sourceSerpInterpretationRunId,
+    sourceStrategyGeneratedAt: output.sourceStrategyGeneratedAt ?? fallback.sourceStrategyGeneratedAt,
+    sourceStrategySynthesisRunId: output.sourceStrategySynthesisRunId ?? fallback.sourceStrategySynthesisRunId,
+    sourceTaskId: output.sourceTaskId ?? fallback.sourceTaskId,
+    state: output.state ?? fallback.state,
+    summary,
+    verdict: {
+      confidence: isConfidence(verdict.confidence) ? verdict.confidence : fallback.verdict.confidence,
+      primaryBlocker:
+        typeof verdict.primaryBlocker === "string" && verdict.primaryBlocker.trim()
+          ? verdict.primaryBlocker.trim()
+          : blockers[0] ?? fallback.verdict.primaryBlocker,
+      score: Number.isFinite(score) ? Math.max(0, Math.min(100, Math.round(score))) : fallback.verdict.score,
+      status,
+      summary,
+      title:
+        typeof verdict.title === "string" && verdict.title.trim()
+          ? verdict.title.trim()
+          : status === "approved"
+            ? "Стратегия прошла проверку"
+            : status === "needs_changes"
+              ? "Стратегия требует исправлений"
+              : fallback.verdict.title
+    },
+    warnings
+  };
+}
+
 function mapStrategyQualityReviewRun(row: StrategyQualityReviewRunRow): StrategyQualityReviewRun | null {
   if (!row.output) {
     return null;
@@ -224,9 +379,18 @@ function buildChecks(strategy: SeoStrategyContract, synthesis: StrategySynthesis
   const hasApplyLeak = [...synthesis.recommendedPath.doNow, ...synthesis.nextActions].some((action) =>
     /запустить rewrite|запустить apply|apply changes|source mutation|создать правк|применить|изменить исходник/i.test(action)
   );
-  const hasExpansionLeak = synthesis.decisionOptions.some(
-    (option) => option.scenario === "serp_expansion" && option.confidence !== "low" && strategy.siteMaturity.phase === "bootstrap_indexing"
+  const expansionOptions = synthesis.decisionOptions.filter((option) => option.scenario === "serp_expansion");
+  const expansionCurrentRoute = expansionOptions.some((option) => option.id === synthesis.recommendedPath.id);
+  const expansionActionPattern = /расширени|расширить|соседн|expansion/i;
+  const expansionBlockedPattern = /не |нельзя|запрет|отлож|будущ|после|без /i;
+  const hasExpansionDoNow = [...synthesis.recommendedPath.doNow, ...synthesis.phaseDecision.allowedNow].some(
+    (action) => expansionActionPattern.test(action) && !expansionBlockedPattern.test(action)
   );
+  const hasExpansionLeak = strategy.siteMaturity.phase === "bootstrap_indexing" && (expansionCurrentRoute || hasExpansionDoNow);
+  const hasFutureExpansionBranch =
+    !hasExpansionLeak &&
+    strategy.siteMaturity.phase === "bootstrap_indexing" &&
+    expansionOptions.some((option) => option.confidence !== "low" || option.priority !== "low" || option.expectedImpact !== "low");
   const hasPhaseDecision = synthesis.phaseDecision.currentPhase === strategy.siteMaturity.phase && synthesis.phaseDecision.hold.length > 0;
   const hasReadableNextStep = synthesis.recommendedPath.doNow.length > 0 && synthesis.recommendedPath.hold.length > 0;
 
@@ -288,14 +452,18 @@ function buildChecks(strategy: SeoStrategyContract, synthesis: StrategySynthesis
     makeCheck({
       action: hasExpansionLeak
         ? "Понизить доверие у ветки расширения или вынести её в отдельную ветку после подтверждения пользователем."
-        : "Оставить расширение только как будущую ветку с низким доверием.",
+        : hasFutureExpansionBranch
+          ? "Оставить расширение отдельной будущей веткой и не показывать его как текущее действие."
+          : "Оставить расширение только как будущую ветку с низким доверием.",
       category: "business_drift",
       id: "business:no_core_expansion_leak",
       message: hasExpansionLeak
         ? "Ветка расширения выглядит как основной маршрут для стартовой фазы."
-        : "Расширение бизнеса не смешано с текущим основным SEO-маршрутом.",
+        : hasFutureExpansionBranch
+          ? "Расширение есть как отдельная будущая ветка, но не попало в текущий маршрут."
+          : "Расширение бизнеса не смешано с текущим основным SEO-маршрутом.",
       severity: hasExpansionLeak ? "high" : "low",
-      status: hasExpansionLeak ? "fail" : "pass",
+      status: hasExpansionLeak ? "fail" : hasFutureExpansionBranch ? "warning" : "pass",
       title: "Нет смешения с расширением бизнеса"
     }),
     makeCheck({
@@ -503,6 +671,8 @@ function normalizeOutput(
   const blockers = output.checks.filter((check) => check.status === "fail").map((check) => `${check.title}: ${check.action}`);
   const warnings = output.checks.filter((check) => check.status === "warning").map((check) => `${check.title}: ${check.action}`);
   const approvedSignals = output.checks.filter((check) => check.status === "pass").map((check) => check.title);
+  const score = getScore(output.checks);
+  const summary = `${getVerdictStatusSummary(output.verdict.status)}: проверок ${output.checks.length}, пройдено ${approvedSignals.length}, блокеров ${blockers.length}, предупреждений ${warnings.length}.`;
 
   return {
     ...output,
@@ -524,11 +694,18 @@ function normalizeOutput(
       issueCount: blockers.length + warnings.length,
       passedCount: approvedSignals.length,
       phaseGuardrailIssueCount: output.checks.filter((check) => check.category === "phase_guardrail" && check.status !== "pass").length,
-      score: output.verdict.score,
+      score,
       uxIssueCount: output.checks.filter((check) => check.category === "ux_clarity" && check.status !== "pass").length,
       warningCount: warnings.length
     },
+    summary,
     state: output.checks.length > 0 ? "ready" : "not_ready",
+    verdict: {
+      ...output.verdict,
+      primaryBlocker: blockers[0] ?? output.verdict.primaryBlocker,
+      score,
+      summary
+    },
     warnings
   };
 }
@@ -619,3 +796,54 @@ export async function saveStrategyQualityReviewManual(
 
   return run;
 }
+
+export async function saveStrategyQualityReviewFromModelProvider(
+  projectId: string,
+  output: StrategyQualityReviewContract,
+  sourceModelTaskRunId: string
+): Promise<StrategyQualityReviewRun> {
+  const [strategy, synthesis, serpInterpretation] = await Promise.all([
+    getSeoStrategyContract(projectId),
+    getLatestStrategySynthesisContract(projectId),
+    getLatestSerpInterpretationContract(projectId)
+  ]);
+  const task = buildStrategyQualityReviewModelTask(projectId, strategy, synthesis, serpInterpretation);
+  const fallbackOutput = task ? buildStrategyQualityReviewOutput(projectId, strategy, synthesis, serpInterpretation) : null;
+
+  if (!task || !fallbackOutput) {
+    throw new Error("Не удалось собрать backend fallback для AI Workspace strategy quality review.");
+  }
+
+  const normalizedOutput = normalizeOutput(
+    projectId,
+    mergeModelProviderStrategyQualityReviewOutput(output, fallbackOutput),
+    "codex_workspace",
+    "AI Workspace Codex provider выполнил seo.strategy_quality_review по contract-only task; результат сохранён как evidence после backend validation."
+  );
+  const result = await pool.query<StrategyQualityReviewRunRow>(
+    `
+      insert into runs (project_id, run_type, status, input, output, started_at, completed_at)
+      values ($1, 'seo_strategy_quality_review', 'done', $2::jsonb, $3::jsonb, now(), now())
+      returning id, status, input, output, error_message, started_at, completed_at, created_at;
+    `,
+    [
+      projectId,
+      {
+        providerMode: "codex_workspace",
+        schemaVersion: "seo-strategy-quality-review-model-provider-input.v1",
+        sourceModelTaskRunId,
+        sourceStrategyGeneratedAt: normalizedOutput.sourceStrategyGeneratedAt,
+        sourceStrategySynthesisRunId: normalizedOutput.sourceStrategySynthesisRunId,
+        taskType: "seo.strategy_quality_review"
+      },
+      normalizedOutput
+    ]
+  );
+  const run = result.rows[0] ? mapStrategyQualityReviewRun(result.rows[0]) : null;
+
+  if (!run) {
+    throw new Error("Не удалось сохранить AI Workspace strategy quality review.");
+  }
+
+  return run;
+}
diff --git a/seo_mode/seo_mode/server/src/strategy/strategySynthesis.ts b/seo_mode/seo_mode/server/src/strategy/strategySynthesis.ts
index deb7544..e130f51 100644
--- a/seo_mode/seo_mode/server/src/strategy/strategySynthesis.ts
+++ b/seo_mode/seo_mode/server/src/strategy/strategySynthesis.ts
@@ -4,7 +4,7 @@ import { getSeoStrategyContract, type SeoStrategyContract } from "./seoStrategy.
 import { buildStrategySynthesisModelTask } from "./strategySynthesisTask.js";
 
 type RunStatus = "queued" | "running" | "done" | "failed" | "cancelled";
-type StrategySynthesisProviderMode = "codex_manual" | "deterministic_fallback";
+type StrategySynthesisProviderMode = "codex_manual" | "codex_workspace" | "deterministic_fallback";
 type StrategySynthesisState = "not_ready" | "ready";
 type StrategySynthesisConfidence = "high" | "low" | "medium";
 type StrategySynthesisPriority = "high" | "low" | "medium";
@@ -158,6 +158,142 @@ function getDefaultAnalystReview(): StrategySynthesisContract["analystReview"] {
   };
 }
 
+function isConfidence(value: unknown): value is StrategySynthesisConfidence {
+  return value === "high" || value === "medium" || value === "low";
+}
+
+function isPriority(value: unknown): value is StrategySynthesisPriority {
+  return value === "high" || value === "medium" || value === "low";
+}
+
+function stringList(value: unknown, fallback: string[]) {
+  if (!Array.isArray(value)) {
+    return fallback;
+  }
+
+  const result = value.map((item) => {
+    if (typeof item === "string") {
+      return item.trim();
+    }
+
+    if (item && typeof item === "object") {
+      const record = item as Record<string, unknown>;
+
+      for (const key of ["title", "message", "nextStep", "action", "summary", "label"]) {
+        const text = record[key];
+
+        if (typeof text === "string" && text.trim()) {
+          return text.trim();
+        }
+      }
+    }
+
+    return String(item || "").trim();
+  }).filter(Boolean);
+
+  return result.length > 0 ? result : fallback;
+}
+
+function mergeModelProviderStrategySynthesisOutput(
+  output: StrategySynthesisContract,
+  fallback: StrategySynthesisContract
+): StrategySynthesisContract {
+  const rawOutput = output as StrategySynthesisContract & Record<string, any>;
+  const executiveSummary = (rawOutput.executiveSummary ?? {}) as Record<string, any>;
+  const phaseDecision = (rawOutput.phaseDecision ?? {}) as Record<string, any>;
+  const recommendedPath = (rawOutput.recommendedPath ?? {}) as Record<string, any>;
+  const summary =
+    typeof rawOutput.summary === "string" && rawOutput.summary.trim()
+      ? rawOutput.summary.trim()
+      : typeof executiveSummary.summary === "string" && executiveSummary.summary.trim()
+        ? executiveSummary.summary.trim()
+        : fallback.summary;
+  const executiveKeyPoints = stringList(executiveSummary.keyPoints, []);
+  const blockedUntil = stringList(recommendedPath.blockedUntil, []);
+
+  return {
+    ...fallback,
+    ...output,
+    analystReview: output.analystReview ?? fallback.analystReview,
+    blockedActions: stringList(rawOutput.blockedActions, fallback.blockedActions),
+    dataGaps: Array.isArray(rawOutput.dataGaps) ? rawOutput.dataGaps : fallback.dataGaps,
+    decisionOptions: Array.isArray(rawOutput.decisionOptions) ? rawOutput.decisionOptions : fallback.decisionOptions,
+    evidenceNarrative: Array.isArray(rawOutput.evidenceNarrative) ? rawOutput.evidenceNarrative : fallback.evidenceNarrative,
+    executiveSummary: {
+      confidence: isConfidence(executiveSummary.confidence) ? executiveSummary.confidence : fallback.executiveSummary.confidence,
+      primaryConstraint:
+        typeof executiveSummary.primaryConstraint === "string" && executiveSummary.primaryConstraint.trim()
+          ? executiveSummary.primaryConstraint.trim()
+          : blockedUntil[0] ?? fallback.executiveSummary.primaryConstraint,
+      title:
+        typeof executiveSummary.title === "string" && executiveSummary.title.trim()
+          ? executiveSummary.title.trim()
+          : fallback.executiveSummary.title,
+      verdict:
+        typeof executiveSummary.verdict === "string" && executiveSummary.verdict.trim()
+          ? executiveSummary.verdict.trim()
+          : summary,
+      whyNow:
+        typeof executiveSummary.whyNow === "string" && executiveSummary.whyNow.trim()
+          ? executiveSummary.whyNow.trim()
+          : executiveKeyPoints.length > 0
+            ? executiveKeyPoints.join(" ")
+            : fallback.executiveSummary.whyNow
+    },
+    generatedAt: output.generatedAt ?? fallback.generatedAt,
+    nextActions: stringList(rawOutput.nextActions, fallback.nextActions),
+    phaseDecision: {
+      allowedNow: stringList(phaseDecision.allowedNow, fallback.phaseDecision.allowedNow),
+      currentPhase: phaseDecision.currentPhase ?? fallback.phaseDecision.currentPhase,
+      hold: stringList(phaseDecision.hold, stringList(phaseDecision.deferred, fallback.phaseDecision.hold)),
+      phaseRoadmap: Array.isArray(phaseDecision.phaseRoadmap) ? phaseDecision.phaseRoadmap : fallback.phaseDecision.phaseRoadmap,
+      prepareNext: stringList(phaseDecision.prepareNext, fallback.phaseDecision.prepareNext),
+      promotionSignals: stringList(phaseDecision.promotionSignals, fallback.phaseDecision.promotionSignals),
+      schemaVersion: "seo-phase-decision.v1",
+      summary:
+        typeof phaseDecision.summary === "string" && phaseDecision.summary.trim()
+          ? phaseDecision.summary.trim()
+          : typeof phaseDecision.reason === "string" && phaseDecision.reason.trim()
+            ? phaseDecision.reason.trim()
+            : fallback.phaseDecision.summary,
+      title:
+        typeof phaseDecision.title === "string" && phaseDecision.title.trim()
+          ? phaseDecision.title.trim()
+          : fallback.phaseDecision.title
+    },
+    phaseStrategies: Array.isArray(rawOutput.phaseStrategies) ? rawOutput.phaseStrategies : fallback.phaseStrategies,
+    readiness: {
+      ...fallback.readiness,
+      ...(rawOutput.readiness && typeof rawOutput.readiness === "object" ? rawOutput.readiness : {})
+    },
+    recommendedPath: {
+      confidence: isConfidence(recommendedPath.confidence) ? recommendedPath.confidence : fallback.recommendedPath.confidence,
+      doNow: stringList(recommendedPath.doNow, stringList(recommendedPath.currentActions, fallback.recommendedPath.doNow)),
+      expectedImpact: isPriority(recommendedPath.expectedImpact) ? recommendedPath.expectedImpact : fallback.recommendedPath.expectedImpact,
+      hold: stringList(recommendedPath.hold, blockedUntil.length > 0 ? blockedUntil : fallback.recommendedPath.hold),
+      id: typeof recommendedPath.id === "string" && recommendedPath.id.trim() ? recommendedPath.id.trim() : fallback.recommendedPath.id,
+      needsEvidence: stringList(recommendedPath.needsEvidence, blockedUntil.length > 0 ? blockedUntil : fallback.recommendedPath.needsEvidence),
+      priority: isPriority(recommendedPath.priority) ? recommendedPath.priority : fallback.recommendedPath.priority,
+      rationale:
+        typeof recommendedPath.rationale === "string" && recommendedPath.rationale.trim()
+          ? recommendedPath.rationale.trim()
+          : fallback.recommendedPath.rationale,
+      title:
+        typeof recommendedPath.title === "string" && recommendedPath.title.trim()
+          ? recommendedPath.title.trim()
+          : fallback.recommendedPath.title
+    },
+    riskPosture: Array.isArray(rawOutput.riskPosture) ? rawOutput.riskPosture : fallback.riskPosture,
+    runId: output.runId ?? fallback.runId,
+    semanticRunId: output.semanticRunId ?? fallback.semanticRunId,
+    sourceSerpInterpretationRunId: output.sourceSerpInterpretationRunId ?? fallback.sourceSerpInterpretationRunId,
+    sourceStrategyGeneratedAt: output.sourceStrategyGeneratedAt ?? fallback.sourceStrategyGeneratedAt,
+    sourceTaskId: output.sourceTaskId ?? fallback.sourceTaskId,
+    state: output.state ?? fallback.state,
+    summary
+  };
+}
+
 function mapStrategySynthesisRun(row: StrategySynthesisRunRow): StrategySynthesisRun | null {
   if (!row.output) {
     return null;
@@ -618,3 +754,53 @@ export async function saveStrategySynthesisManual(
 
   return run;
 }
+
+export async function saveStrategySynthesisFromModelProvider(
+  projectId: string,
+  output: StrategySynthesisContract,
+  sourceModelTaskRunId: string
+): Promise<StrategySynthesisRun> {
+  const [strategy, serpInterpretation] = await Promise.all([
+    getSeoStrategyContract(projectId),
+    getLatestSerpInterpretationContract(projectId)
+  ]);
+  const fallbackOutput = buildStrategySynthesisOutput(projectId, strategy, serpInterpretation);
+
+  if (!fallbackOutput) {
+    throw new Error("Не удалось собрать backend fallback для AI Workspace Strategy synthesis.");
+  }
+
+  const normalizedOutput = normalizeOutput(
+    projectId,
+    mergeModelProviderStrategySynthesisOutput(output, fallbackOutput),
+    "codex_workspace",
+    "AI Workspace Codex provider выполнил seo.strategy_synthesis по contract-only task; результат сохранён как evidence после backend validation."
+  );
+  const result = await pool.query<StrategySynthesisRunRow>(
+    `
+      insert into runs (project_id, run_type, status, input, output, started_at, completed_at)
+      values ($1, 'seo_strategy_synthesis', 'done', $2::jsonb, $3::jsonb, now(), now())
+      returning id, status, input, output, error_message, started_at, completed_at, created_at;
+    `,
+    [
+      projectId,
+      JSON.stringify({
+        providerMode: "codex_workspace",
+        schemaVersion: "seo-strategy-synthesis-model-provider-input.v1",
+        sourceModelTaskRunId,
+        sourceSerpInterpretationRunId: normalizedOutput.sourceSerpInterpretationRunId,
+        sourceStrategyGeneratedAt: normalizedOutput.sourceStrategyGeneratedAt,
+        sourceTaskId: normalizedOutput.sourceTaskId,
+        taskType: "seo.strategy_synthesis"
+      }),
+      JSON.stringify(normalizedOutput)
+    ]
+  );
+  const run = result.rows[0] ? mapStrategySynthesisRun(result.rows[0]) : null;
+
+  if (!run) {
+    throw new Error("Не удалось сохранить AI Workspace Strategy synthesis.");
+  }
+
+  return run;
+}