ДОМЕНЫ - ВОПРОСЫ - СКЛАД - Систематизировать ответы по поставщику без поставок через анализ оплат и возвратов

2026-04-17 02:08:02 +03:00
parent a3a61b3a0f
commit 44f1c1e11e
33 changed files with 22512 additions and 173 deletions
@@ -40,6 +40,9 @@ export interface VatDirectSourceProbeSummary {

 interface ComposeFactualReplyOptions {
  userMessage?: string;
+  itemHint?: string;
+  counterpartyHint?: string;
+  accountHint?: string;
  periodFrom?: string;
  periodTo?: string;
  asOfDate?: string;
@@ -78,6 +81,7 @@ type CounterpartyProfileFocus =
 type CounterpartyLifecycleFocus = "active_customers_period" | "active_customers_all_time";
 type ValueRankingFocus =
  | "top_by_total"
+  | "total_flow"
  | "top_years_by_total"
  | "top_by_ops"
  | "top_by_max_single"
@@ -662,6 +666,13 @@ function detectValueRankingFocus(userMessage: string | null | undefined): ValueR
  if (!text) {
    return "top_by_total";
  }
+  const asksTotalMoneyEarned =
+    /(?:сколько|скока|скок).*(?:денег|выручк|доход|заработ|оборот)/iu.test(text) &&
+    !/(?:клиент|заказчик|покупател|контрагент|customer|client|counterpart)/iu.test(text) &&
+    !/(?:топ|top|сам(?:ый|ая|ое|ые)|наибольш|больше\s+всего|максимальн)/iu.test(text);
+  if (asksTotalMoneyEarned) {
+    return "total_flow";
+  }
  const asksYearlyRevenueRanking =
    /(?:доходн|выручк|оборот|прибыл|деньг|денег|revenue|turnover|income)/iu.test(text) &&
    /(?:год|года|годы|year|years|по\s+годам)/iu.test(text) &&
@@ -767,6 +778,16 @@ function extractCounterpartyName(row: ComposeStageRow): string | null {
  return null;
 }

+function hasCounterpartyItemFlowQuestion(userMessage: string | undefined): boolean {
+  const text = String(userMessage ?? "").trim().toLowerCase();
+  if (!text) {
+    return false;
+  }
+  return /(?:что\s+нам\s+(?:отгруж|постав|привоз|прод)|како(?:й|е|го|му)\s+товар|какую\s+услуг|какие\s+товар|какие\s+услуг|товар\s+или\s+услуг|позици(?:ю|и|ях)?)/iu.test(
+    text
+  );
+}
+
 function extractInventoryItemName(row: ComposeStageRow): string | null {
  const direct = String(row.item ?? "").trim();
  if (direct) {
@@ -988,10 +1009,13 @@ function looksLikeInventoryPartyToken(value: string): boolean {
  return normalized === normalized.toUpperCase() && normalized.length >= 4;
 }

-function extractInventoryCounterpartyCandidates(row: ComposeStageRow): string[] {
+function extractInventoryCounterpartyCandidates(row: ComposeStageRow, excludedTokens: string[] = []): string[] {
  const itemToken = normalizeEntityToken(extractInventoryItemName(row));
  const warehouseToken = normalizeEntityToken(extractInventoryWarehouseName(row));
  const organizationToken = normalizeEntityToken(extractInventoryOrganizationName(row));
+  const excludedComparableTokens = excludedTokens
+    .map((token) => normalizeEntityToken(token))
+    .filter((token): token is string => Boolean(token));
  const candidates: string[] = [];
  for (const token of row.analytics) {
    const normalized = String(token ?? "").trim();
@@ -999,7 +1023,13 @@ function extractInventoryCounterpartyCandidates(row: ComposeStageRow): string[]
      continue;
    }
    const comparable = normalizeEntityToken(normalized);
-    if (!comparable || comparable === itemToken || comparable === warehouseToken || comparable === organizationToken) {
+    if (
+      !comparable ||
+      comparable === itemToken ||
+      comparable === warehouseToken ||
+      comparable === organizationToken ||
+      excludedComparableTokens.includes(comparable)
+    ) {
      continue;
    }
    candidates.push(normalized);
@@ -1018,7 +1048,7 @@ interface InventoryTraceSummary {
  totalAmount: number;
 }

-function summarizeInventoryTraceRows(rows: ComposeStageRow[]): InventoryTraceSummary {
+function summarizeInventoryTraceRows(rows: ComposeStageRow[], excludedCounterpartyTokens: string[] = []): InventoryTraceSummary {
  const items = uniqueStrings(
    rows
      .map((row) => extractInventoryItemName(row))
@@ -1034,7 +1064,9 @@ function summarizeInventoryTraceRows(rows: ComposeStageRow[]): InventoryTraceSum
      .map((row) => extractInventoryOrganizationName(row))
      .filter((item): item is string => Boolean(item))
  );
-  const counterparties = uniqueStrings(rows.flatMap((row) => extractInventoryCounterpartyCandidates(row)));
+  const counterparties = uniqueStrings(
+    rows.flatMap((row) => extractInventoryCounterpartyCandidates(row, excludedCounterpartyTokens))
+  );
  const documents = uniqueStrings(
    rows
      .map((row) => String(row.registrator ?? "").trim())
@@ -1057,9 +1089,9 @@ function summarizeInventoryTraceRows(rows: ComposeStageRow[]): InventoryTraceSum
  };
 }

-function formatInventoryTraceRows(rows: ComposeStageRow[], limit = 10): string[] {
+function formatInventoryTraceRows(rows: ComposeStageRow[], limit = 10, excludedCounterpartyTokens: string[] = []): string[] {
  return rows.slice(0, limit).map((row, index) => {
-    const parties = extractInventoryCounterpartyCandidates(row);
+    const parties = extractInventoryCounterpartyCandidates(row, excludedCounterpartyTokens);
    const warehouse = extractInventoryWarehouseName(row);
    const organization = extractInventoryOrganizationName(row);
    const amount =
@@ -1082,6 +1114,35 @@ function formatInventoryTraceRows(rows: ComposeStageRow[], limit = 10): string[]
  });
 }

+function formatCounterpartyItemFlowRows(rows: ComposeStageRow[], limit = 12): string[] {
+  return rows.slice(0, limit).map((row, index) => {
+    const item = extractInventoryItemName(row) ?? "позиция не указана";
+    const contract = extractContractName(row);
+    const warehouse = extractInventoryWarehouseName(row);
+    const organization = extractInventoryOrganizationName(row);
+    const quantity = extractInventoryQuantity(row);
+    const amount =
+      typeof row.amount === "number" && Number.isFinite(row.amount) ? formatMoneyRub(row.amount) : "сумма не указана";
+    const parts = [
+      `${index + 1}. ${item}`,
+      `договор: ${contract ?? "не указан"}`,
+      `документ: ${row.registrator}`,
+      `дата: ${inventoryTraceDateLabel(row.period)}`,
+      `сумма: ${amount}`
+    ];
+    if (quantity !== null && quantity > 0) {
+      parts.push(`количество: ${formatNumberWithDots(quantity, 3)}`);
+    }
+    if (warehouse) {
+      parts.push(`склад: ${warehouse}`);
+    }
+    if (organization) {
+      parts.push(`организация: ${organization}`);
+    }
+    return parts.join(" | ");
+  });
+}
+
 interface InventoryAgingByItemAggregate {
  item: string;
  warehouse: string | null;
@@ -3296,6 +3357,8 @@ export function composeFactualReply(

    const profileRows = Array.from(byCounterparty.values());
    const yearRows = Array.from(byYear.values());
+    const totalFlow = profileRows.reduce((sum, item) => sum + item.total, 0);
+    const totalOperations = profileRows.reduce((sum, item) => sum + item.ops, 0);
    const rankedByTotal = [...profileRows].sort((a, b) => b.total - a.total || b.ops - a.ops || a.name.localeCompare(b.name));
    const rankedByYearTotal = [...yearRows].sort((a, b) => b.total - a.total || b.ops - a.ops || a.year - b.year);
    const rankedByOps = [...profileRows].sort((a, b) => b.ops - a.ops || b.total - a.total || a.name.localeCompare(b.name));
@@ -3337,6 +3400,33 @@ export function composeFactualReply(
      };
    }

+    if (focus === "total_flow") {
+      const periodLine =
+        options.periodFrom && options.periodTo
+          ? `За период ${formatDateRu(options.periodFrom)}..${formatDateRu(options.periodTo)} подтверждено ${formatMoneyRub(totalFlow)} ${isSupplier ? "исходящих выплат" : "входящих поступлений"}.`
+          : `За все доступное время подтверждено ${formatMoneyRub(totalFlow)} ${isSupplier ? "исходящих выплат" : "входящих поступлений"}.`;
+      const directAnswerLine = isSupplier
+        ? periodLine
+        : `${periodLine} Это сумма денег, полученных от клиентов, а не чистая прибыль.`;
+      const summaryLines = [
+        directAnswerLine,
+        "",
+        "Подтверждение:",
+        `- Операций в выборке: ${totalOperations}.`,
+        `- Контрагентов в выборке: ${profileRows.length}.`
+      ];
+      if (rankedByYearTotal.length > 0) {
+        summaryLines.push(`- Самый сильный год по поступлениям: ${rankedByYearTotal[0].year} (${formatMoneyRub(rankedByYearTotal[0].total)}).`);
+      }
+      if (rankedByTotal.length > 0) {
+        summaryLines.push(`- Крупнейший контрагент по потоку: ${rankedByTotal[0].name} (${formatMoneyRub(rankedByTotal[0].total)}).`);
+      }
+      return {
+        responseType: "FACTUAL_SUMMARY",
+        text: summaryLines.join("\n")
+      };
+    }
+
    if (focus === "top_years_by_total") {
      const visible = rankedByYearTotal.slice(0, limit);
      const heading = isSupplier
@@ -4274,8 +4364,11 @@ export function composeFactualReply(
  if (intent === "inventory_sale_trace_for_item") {
    const asOfDate = resolvePayablesAsOfDate(options);
    const saleRows = rows.filter((row) => isInventorySaleMovement(row));
-    const summary = summarizeInventoryTraceRows(saleRows);
-    const itemLabel = summary.item ?? "товар не определен";
+    const requestedItemHint = String(options.itemHint ?? "").trim();
+    const provisionalExcludedTokens = requestedItemHint ? [requestedItemHint] : [];
+    const summary = summarizeInventoryTraceRows(saleRows, provisionalExcludedTokens);
+    const itemLabel = requestedItemHint || (summary.item ?? "товар не определен");
+    const excludedCounterpartyTokens = [itemLabel];
    const directAnswerLine =
      summary.counterparties.length === 1
        ? `По товару ${itemLabel} покупатель определен: ${summary.counterparties[0]}.`
@@ -4296,7 +4389,7 @@ export function composeFactualReply(
    }
    lines.push("", "Документы выбытия:");
    if (saleRows.length > 0) {
-      lines.push(...formatInventoryTraceRows(saleRows, 12));
+      lines.push(...formatInventoryTraceRows(saleRows, 12, excludedCounterpartyTokens));
    } else {
      lines.push("- По выбранному товару не найдено проводок выбытия со счета 41.01 в доступном контуре.");
    }
@@ -5023,8 +5116,12 @@ export function composeFactualReply(

  if (intent === "open_items_by_counterparty_or_contract") {
    const counterparties = buildCounterpartyRiskAggregate(rows);
+    const accountLead =
+      typeof options.accountHint === "string" && options.accountHint.trim().length > 0
+        ? `Проверил хвосты по счету ${options.accountHint.trim()}.`
+        : "Собраны открытые позиции по взаиморасчетам.";
    const lines = [
-      "Собраны открытые позиции по взаиморасчетам.",
+      accountLead,
      `Строк отобрано: ${rows.length}.`,
      `Контрагентов с сигналом: ${counterparties.length}.`
    ];
@@ -5090,10 +5187,73 @@ export function composeFactualReply(
  }

  if (intent === "list_documents_by_counterparty") {
-    const lines = [
-      `Найдено документов по контрагенту: ${rows.length}.`,
-      ...formatTopRows(rows, rows.length)
-    ];
+    const resolvedCounterparty =
+      (typeof options.counterpartyHint === "string" && options.counterpartyHint.trim().length > 0
+        ? options.counterpartyHint.trim()
+        : null) ??
+      (() => {
+        const counterparties = uniqueStrings(
+          rows
+            .map((row) => extractCounterpartyName(row))
+            .filter((item): item is string => Boolean(item))
+        );
+      return counterparties.length === 1 ? counterparties[0] : null;
+      })();
+    const counterpartyLabel =
+      typeof resolvedCounterparty === "string" && resolvedCounterparty.endsWith(".")
+        ? resolvedCounterparty
+        : resolvedCounterparty
+          ? `${resolvedCounterparty}.`
+          : null;
+    const counterpartyInline =
+      typeof counterpartyLabel === "string" ? counterpartyLabel.replace(/[.]+$/u, "") : resolvedCounterparty;
+    const itemFlowQuestion = hasCounterpartyItemFlowQuestion(options.userMessage);
+    const items = uniqueStrings(
+      rows
+        .map((row) => extractInventoryItemName(row))
+        .filter((item): item is string => Boolean(item))
+    );
+    const contracts = uniqueStrings(
+      rows
+        .map((row) => extractContractName(row))
+        .filter((item): item is string => Boolean(item))
+    );
+    const lines: string[] = [];
+    if (itemFlowQuestion) {
+      lines.push(
+        counterpartyInline
+          ? `Контрагент: ${counterpartyInline}. Подтвержденных поставок товаров или услуг: ${rows.length}.`
+          : `Подтвержденных поставок товаров или услуг по запрошенному контрагенту: ${rows.length}.`
+      );
+    } else {
+      lines.push(
+        counterpartyInline
+          ? `Контрагент: ${counterpartyInline}. Найдено документов: ${rows.length}.`
+          : `Найдено документов по контрагенту: ${rows.length}.`
+      );
+    }
+    if (counterpartyLabel) {
+      lines.push(`Контрагент: ${counterpartyLabel}`);
+    }
+    if (itemFlowQuestion) {
+      if (items.length > 0) {
+        lines.push(`Позиции: ${items.slice(0, 8).join("; ")}.`);
+        if (items.length > 8) {
+          lines.push(`Показаны первые 8 из ${items.length} позиций.`);
+        }
+      }
+      if (contracts.length === 1) {
+        lines.push(`Договор: ${contracts[0]}.`);
+      } else if (contracts.length > 1) {
+        lines.push(`Договоры в выборке: ${contracts.slice(0, 3).join("; ")}.`);
+      }
+      lines.push(...formatCounterpartyItemFlowRows(rows));
+      if (rows.length > 12) {
+        lines.push(`Показаны первые 12 из ${rows.length} поставок.`);
+      }
+    } else {
+      lines.push(...formatTopRows(rows, rows.length));
+    }
    return {
      responseType: "FACTUAL_LIST",
      text: lines.join("\n")
@@ -26,6 +26,7 @@ import type { AddressLlmSemanticHints } from "../../types/addressQuery";

 export interface AddressFollowupContext {
  previous_intent?: AddressIntent;
+  target_intent?: AddressIntent;
  previous_filters?: AddressFilterSet;
  previous_anchor_type?:
    | "account"
@@ -98,7 +99,7 @@ function hasSameDateHint(text: string): boolean {
 }

 function hasSamePeriodHint(text: string): boolean {
-  return /(?:на\s+тот\s+же\s+период|за\s+тот\s+же\s+период|тот\s+же\s+период(?:\s+рассмотрения)?|на\s+этот\s+же\s+период|за\s+этот\s+же\s+период|аналогичн\w+\s+текущ\w+\s+период\w+|same\s+period|same\s+range|same\s+window)/iu.test(
+  return /(?:на\s+тот\s+же\s+период|за\s+тот\s+же\s+период|тот\s+же\s+период(?:\s+рассмотрения)?|на\s+этот\s+же\s+период|за\s+этот\s+же\s+период|за\s+этот\s+период|на\s+этот\s+период|за\s+тот\s+период|на\s+тот\s+период|этот\s+период|тот\s+период|аналогичн\w+\s+текущ\w+\s+период\w+|same\s+period|same\s+range|same\s+window)/iu.test(
    String(text ?? "")
  );
 }
@@ -672,6 +673,9 @@ export function hasAddressFollowupContextSignal(text: string): boolean {
  if (hasSameDateHint(normalized)) {
    return true;
  }
+  if (hasSamePeriodHint(normalized)) {
+    return true;
+  }

  const tokenCount = normalized.split(/\s+/).filter(Boolean).length;
  if (
@@ -853,7 +857,9 @@ function mergeFollowupFilters(
    intent === "inventory_aging_by_purchase_date" ||
    intent === "payables_confirmed_as_of_date" ||
    intent === "receivables_confirmed_as_of_date" ||
-    intent === "vat_payable_confirmed_as_of_date"
+    intent === "vat_payable_confirmed_as_of_date" ||
+    intent === "vat_payable_forecast" ||
+    intent === "vat_liability_confirmed_for_tax_period"
  ) {
    const hasFollowupSignalForConfirmed = hasAddressFollowupContextSignal(userMessage);
    const inheritedContract = previousContract ?? (followupContext.previous_anchor_type === "contract" ? previousAnchorValue : null);
@@ -935,6 +941,34 @@ function mergeFollowupFilters(
        reasons.push("as_of_date_from_followup_context");
      }
    }
+    if (
+      samePeriodRequested &&
+      (intent === "vat_payable_confirmed_as_of_date" ||
+        intent === "vat_payable_forecast" ||
+        intent === "vat_liability_confirmed_for_tax_period" ||
+        intent === "payables_confirmed_as_of_date" ||
+        intent === "receivables_confirmed_as_of_date")
+    ) {
+      if (previousPeriodFrom && merged.period_from !== previousPeriodFrom) {
+        merged.period_from = previousPeriodFrom;
+        reasons.push("period_from_from_followup_context");
+      }
+      if (previousPeriodTo && merged.period_to !== previousPeriodTo) {
+        merged.period_to = previousPeriodTo;
+        reasons.push("period_to_from_followup_context");
+      }
+      if (
+        intent === "vat_payable_confirmed_as_of_date" ||
+        intent === "payables_confirmed_as_of_date" ||
+        intent === "receivables_confirmed_as_of_date"
+      ) {
+        const inheritedAsOfDate = previousAsOfDate ?? previousPeriodTo ?? previousPeriodFrom;
+        if (inheritedAsOfDate && merged.as_of_date !== inheritedAsOfDate) {
+          merged.as_of_date = inheritedAsOfDate;
+          reasons.push("as_of_date_from_followup_context");
+        }
+      }
+    }
    if (
      samePeriodRequested &&
      (intent === "inventory_on_hand_as_of_date" || intent === "inventory_supplier_stock_overlap_as_of_date")
@@ -1146,6 +1180,17 @@ function mergeFollowupFilters(
      merged.period_to = previousPeriodTo;
    }
    reasons.push("period_from_followup_context");
+    if (
+      intent === "vat_payable_confirmed_as_of_date" ||
+      intent === "payables_confirmed_as_of_date" ||
+      intent === "receivables_confirmed_as_of_date"
+    ) {
+      const inheritedAsOfDate = previousAsOfDate ?? previousPeriodTo ?? previousPeriodFrom;
+      if (inheritedAsOfDate) {
+        merged.as_of_date = inheritedAsOfDate;
+        reasons.push("as_of_date_from_followup_context");
+      }
+    }
  }

  if (
@@ -1199,7 +1244,7 @@ function deriveIntentWithFollowupContext(
  userMessage: string,
  followupContext: AddressFollowupContext | null
 ): AddressIntentResolution {
-  if (!followupContext || !followupContext.previous_intent) {
+  if (!followupContext || (!followupContext.previous_intent && !followupContext.target_intent)) {
    return detectedIntent;
  }

@@ -1208,7 +1253,11 @@ function deriveIntentWithFollowupContext(
  if (!hasFollowupSignal) {
    return detectedIntent;
  }
-  const previousIntent = followupContext.previous_intent;
+  const sourceIntent = followupContext.previous_intent ?? null;
+  const fallbackIntent = followupContext.target_intent ?? sourceIntent;
+  if (!sourceIntent && !fallbackIntent) {
+    return detectedIntent;
+  }
  const previousFilters = followupContext.previous_filters ?? {};
  const previousContract = toNonEmptyString(previousFilters.contract);
  const previousCounterparty = toNonEmptyString(previousFilters.counterparty);
@@ -1243,7 +1292,8 @@ function deriveIntentWithFollowupContext(
    };
  }

-  const previousIsBalanceFamily = previousIntent === "account_balance_snapshot" || previousIntent === "documents_forming_balance";
+  const previousIsBalanceFamily =
+    sourceIntent === "account_balance_snapshot" || sourceIntent === "documents_forming_balance";
  if (
    previousIsBalanceFamily &&
    hasAccountSignal(normalizedMessage) &&
@@ -1262,7 +1312,7 @@ function deriveIntentWithFollowupContext(
    };
  }

-  const previousIsInventoryFamily = isInventoryIntent(previousIntent);
+  const previousIsInventoryFamily = isInventoryIntent(sourceIntent ?? undefined);
  const inventorySelectedObjectFollowup =
    hasSelectedObjectInventorySignal(normalizedMessage) || (previousIsInventoryFamily && hasFollowupSignal);
  if (inventorySelectedObjectFollowup && hasInventorySupplierFollowupCue(normalizedMessage)) {
@@ -1273,7 +1323,7 @@ function deriveIntentWithFollowupContext(
      detectedIntent.intent === "bank_operations_by_counterparty" ||
      detectedIntent.intent === "bank_operations_by_contract" ||
      detectedIntent.intent === "inventory_on_hand_as_of_date" ||
-      detectedIntent.intent === previousIntent
+      detectedIntent.intent === sourceIntent
    ) {
      return {
        intent: "inventory_purchase_provenance_for_item",
@@ -1289,7 +1339,7 @@ function deriveIntentWithFollowupContext(
      detectedIntent.intent === "list_documents_by_counterparty" ||
      detectedIntent.intent === "list_documents_by_contract" ||
      detectedIntent.intent === "inventory_on_hand_as_of_date" ||
-      detectedIntent.intent === previousIntent
+      detectedIntent.intent === sourceIntent
    ) {
      return {
        intent: "inventory_purchase_documents_for_item",
@@ -1309,7 +1359,7 @@ function deriveIntentWithFollowupContext(
      detectedIntent.intent === "bank_operations_by_contract" ||
      detectedIntent.intent === "inventory_on_hand_as_of_date" ||
      detectedIntent.intent === "inventory_sale_trace_for_item" ||
-      detectedIntent.intent === previousIntent
+      detectedIntent.intent === sourceIntent
    ) {
      return {
        intent: "inventory_profitability_for_item",
@@ -1323,7 +1373,7 @@ function deriveIntentWithFollowupContext(
    if (
      detectedIntent.intent === "unknown" ||
      detectedIntent.intent === "inventory_purchase_provenance_for_item" ||
-      detectedIntent.intent === previousIntent ||
+      detectedIntent.intent === sourceIntent ||
      detectedIntent.intent === "inventory_on_hand_as_of_date"
    ) {
      return {
@@ -1339,7 +1389,7 @@ function deriveIntentWithFollowupContext(
      detectedIntent.intent === "unknown" ||
      detectedIntent.intent === "inventory_purchase_provenance_for_item" ||
      detectedIntent.intent === "inventory_on_hand_as_of_date" ||
-      detectedIntent.intent === previousIntent
+      detectedIntent.intent === sourceIntent
    ) {
      return {
        intent: "inventory_sale_trace_for_item",
@@ -1354,7 +1404,7 @@ function deriveIntentWithFollowupContext(
      detectedIntent.intent === "unknown" ||
      detectedIntent.intent === "inventory_sale_trace_for_item" ||
      detectedIntent.intent === "inventory_on_hand_as_of_date" ||
-      detectedIntent.intent === previousIntent
+      detectedIntent.intent === sourceIntent
    ) {
      return {
        intent: "inventory_purchase_to_sale_chain",
@@ -1368,7 +1418,7 @@ function deriveIntentWithFollowupContext(
    previousIsInventoryFamily &&
    hasFollowupSignal &&
    hasBareInventoryPurchaseDateFollowupCue(normalizedMessage) &&
-    (detectedIntent.intent === "unknown" || detectedIntent.intent === previousIntent)
+    (detectedIntent.intent === "unknown" || detectedIntent.intent === sourceIntent)
  ) {
    return {
      intent: "inventory_purchase_provenance_for_item",
@@ -1431,7 +1481,7 @@ function deriveIntentWithFollowupContext(
  }

  return {
-    intent: previousIntent,
+    intent: fallbackIntent ?? "unknown",
    confidence: "low",
    reasons: [...detectedIntent.reasons, "intent_from_followup_context"]
  };
@@ -101,6 +101,13 @@ function tokenizeAnchor(value: string): string[] {
    .filter((token) => token.length >= 2 && !PARTY_ANCHOR_STOPWORDS.has(token));
 }

+function tokenizeSearchableText(value: string): string[] {
+  return normalizeSearchText(value)
+    .split(" ")
+    .map((token) => token.trim())
+    .filter(Boolean);
+}
+
 function anchorTokenVariants(token: string): string[] {
  const source = String(token ?? "").trim().toLowerCase();
  if (!source) {
@@ -123,9 +130,43 @@ function anchorTokenVariants(token: string): string[] {
  return Array.from(variants);
 }

+function normalizePartyTokenSkeleton(value: string): string {
+  return normalizeSearchText(value).replace(/\s+/g, "").replace(/[аеёиоуыэюяaeiouy]+/giu, "");
+}
+
+function fuzzyPartyTokenMatches(candidate: string, token: string): boolean {
+  const normalizedCandidate = normalizeSearchText(candidate);
+  const normalizedToken = normalizeSearchText(token);
+  if (!normalizedCandidate || !normalizedToken) {
+    return false;
+  }
+  if (normalizedCandidate === normalizedToken) {
+    return true;
+  }
+  if (
+    normalizedCandidate.length < 4 ||
+    normalizedToken.length < 4 ||
+    /\d/u.test(normalizedCandidate) ||
+    /\d/u.test(normalizedToken)
+  ) {
+    return false;
+  }
+  const candidateSkeleton = normalizePartyTokenSkeleton(normalizedCandidate);
+  const tokenSkeleton = normalizePartyTokenSkeleton(normalizedToken);
+  if (candidateSkeleton.length < 3 || tokenSkeleton.length < 3) {
+    return false;
+  }
+  return (
+    candidateSkeleton === tokenSkeleton ||
+    candidateSkeleton.startsWith(tokenSkeleton) ||
+    tokenSkeleton.startsWith(candidateSkeleton)
+  );
+}
+
 function matchesAnchorText(searchable: string, anchor: string): boolean {
  const searchableNormalized = normalizeSearchText(searchable);
  const searchableLatin = transliterateCyrillicToLatin(searchableNormalized);
+  const searchableTokens = tokenizeSearchableText(searchable);
  const tokens = tokenizeAnchor(anchor);
  if (tokens.length === 0) {
    const direct = normalizeSearchText(anchor);
@@ -138,7 +179,11 @@ function matchesAnchorText(searchable: string, anchor: string): boolean {
    const variants = anchorTokenVariants(token);
    return variants.some((variant) => {
      const tokenLatin = transliterateCyrillicToLatin(variant);
-      return searchableNormalized.includes(variant) || searchableLatin.includes(tokenLatin);
+      return (
+        searchableNormalized.includes(variant) ||
+        searchableLatin.includes(tokenLatin) ||
+        searchableTokens.some((candidate) => fuzzyPartyTokenMatches(candidate, variant))
+      );
    });
  });
  if (fullMatch) {