diff --git a/.env.example b/.env.example
index 1aacdfa..5b888fb 100644
--- a/.env.example
+++ b/.env.example
@@ -19,6 +19,12 @@ ZHIPU_API_KEY=
 ZHIPU_MODEL=glm-4.7-flashx
 AI_TEMPERATURE=0.2
 
+# Local extraction model (Ollama, OpenAI-compatible API)
+# For host Ollama from Docker, use http://host.docker.internal:11434
+OLLAMA_BASE_URL=http://127.0.0.1:11434
+OLLAMA_MODEL=qwen3:8b
+OLLAMA_API_KEY=ollama
+
 # SEC API etiquette
 SEC_USER_AGENT=Fiscal Clone <support@fiscal.local>
 
diff --git a/README.md b/README.md
index 11b88b0..c8d22d5 100644
--- a/README.md
+++ b/README.md
@@ -14,7 +14,9 @@ Turbopack-first rebuild of a fiscal.ai-style terminal with Vercel AI SDK integra
 - Eden Treaty for type-safe frontend API calls
 - Workflow DevKit Local World for background task execution
 - SQLite-backed domain storage (watchlist, holdings, filings, tasks, insights)
-- Vercel AI SDK (`ai`) + Zhipu community provider (`zhipu-ai-provider`) for analysis tasks (hardcoded to `https://api.z.ai/api/coding/paas/v4`)
+- Vercel AI SDK (`ai`) with dual-model routing:
+  - Ollama (`@ai-sdk/openai`) for lightweight filing extraction/parsing
+  - Zhipu (`zhipu-ai-provider`) for heavyweight narrative reports (`https://api.z.ai/api/coding/paas/v4`)
 
 ## Run locally
 
@@ -45,7 +47,9 @@ docker compose up --build -d
 ```
 
 For local Docker, host port mapping comes from `docker-compose.override.yml` (default `http://localhost:3000` via `APP_PORT`).
-The app calls Zhipu directly via AI SDK and always targets the Coding API endpoint (`https://api.z.ai/api/coding/paas/v4`), so no extra AI gateway container is required.
+The app calls Zhipu directly via AI SDK for heavy reports and calls Ollama for lightweight filing extraction.
+When running in Docker and Ollama runs on the host, set `OLLAMA_BASE_URL=http://host.docker.internal:11434`.
+Zhipu always targets the Coding API endpoint (`https://api.z.ai/api/coding/paas/v4`).
 On container startup, the app applies Drizzle migrations automatically before launching Next.js.
 The app stores SQLite data in Docker volume `fiscal_sqlite_data` (mounted to `/app/data`) and workflow local data in `fiscal_workflow_data` (mounted to `/app/.workflow-data`).
 
@@ -90,6 +94,10 @@ ZHIPU_API_KEY=
 ZHIPU_MODEL=glm-4.7-flashx
 # optional generation tuning
 AI_TEMPERATURE=0.2
+
+OLLAMA_BASE_URL=http://127.0.0.1:11434
+OLLAMA_MODEL=qwen3:8b
+OLLAMA_API_KEY=ollama
 SEC_USER_AGENT=Fiscal Clone <support@fiscal.local>
 
 WORKFLOW_TARGET_WORLD=local
@@ -98,6 +106,7 @@ WORKFLOW_LOCAL_QUEUE_CONCURRENCY=100
 ```
 
 If `ZHIPU_API_KEY` is unset, the app uses local fallback analysis so task workflows still run.
+If Ollama is unavailable, filing extraction falls back to deterministic metadata-based extraction and still proceeds to heavy report generation.
 `ZHIPU_BASE_URL` is deprecated and ignored; runtime always uses `https://api.z.ai/api/coding/paas/v4`.
 
 ## API surface
diff --git a/bun.lock b/bun.lock
index 6d9f963..a823711 100644
--- a/bun.lock
+++ b/bun.lock
@@ -5,6 +5,7 @@
     "": {
       "name": "fiscal-frontend",
       "dependencies": {
+        "@ai-sdk/openai": "^2.0.62",
         "@elysiajs/eden": "^1.4.8",
         "@libsql/client": "^0.17.0",
         "@tailwindcss/postcss": "^4.2.1",
@@ -38,9 +39,11 @@
   "packages": {
     "@ai-sdk/gateway": ["@ai-sdk/gateway@3.0.58", "", { "dependencies": { "@ai-sdk/provider": "3.0.8", "@ai-sdk/provider-utils": "4.0.15", "@vercel/oidc": "3.1.0" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-2e1hBCKsd+7m0hELwrakR1QDfZfFhz9PF2d4qb8TxQueEyApo7ydlEWRpXeKC+KdA2FRV21dMb1G6FxdeNDa2w=="],
 
-    "@ai-sdk/provider": ["@ai-sdk/provider@3.0.8", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-oGMAgGoQdBXbZqNG0Ze56CHjDZ1IDYOwGYxYjO5KLSlz5HiNQ9udIXsPZ61VWaHGZ5XW/jyjmr6t2xz2jGVwbQ=="],
+    "@ai-sdk/openai": ["@ai-sdk/openai@2.0.95", "", { "dependencies": { "@ai-sdk/provider": "2.0.1", "@ai-sdk/provider-utils": "3.0.21" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-2CABPaa1UNh7dPyZUIB/Dc4AbvJioFnmryRx45sx7ezBSOdR0zxG6gbrSd/fZ0GVbptSZeLmF9omu10d/GxmJA=="],
 
-    "@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@4.0.15", "", { "dependencies": { "@ai-sdk/provider": "3.0.8", "@standard-schema/spec": "^1.1.0", "eventsource-parser": "^3.0.6" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-8XiKWbemmCbvNN0CLR9u3PQiet4gtEVIrX4zzLxnCj06AwsEDJwJVBbKrEI4t6qE8XRSIvU2irka0dcpziKW6w=="],
+    "@ai-sdk/provider": ["@ai-sdk/provider@2.0.1", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-KCUwswvsC5VsW2PWFqF8eJgSCu5Ysj7m1TxiHTVA6g7k360bk0RNQENT8KTMAYEs+8fWPD3Uu4dEmzGHc+jGng=="],
+
+    "@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@3.0.21", "", { "dependencies": { "@ai-sdk/provider": "2.0.1", "@standard-schema/spec": "^1.0.0", "eventsource-parser": "^3.0.6" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-veuMwTLxsgh31Jjn0SnBABnM1f7ebHhRWcV2ZuY3hP3iJDCZ8VXBaYqcHXoOQDqUXTCas08sKQcHyWK+zl882Q=="],
 
     "@alloc/quick-lru": ["@alloc/quick-lru@5.2.0", "", {}, "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw=="],
 
@@ -1488,6 +1491,10 @@
 
     "zod": ["zod@4.3.6", "", {}, "sha512-rftlrkhHZOcjDwkGlnUtZZkvaPHCsDATp4pGpuOOMDaTdDDXF91wuVDJoWoPsKX/3YPQ5fHuF3STjcYyKr+Qhg=="],
 
+    "@ai-sdk/gateway/@ai-sdk/provider": ["@ai-sdk/provider@3.0.8", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-oGMAgGoQdBXbZqNG0Ze56CHjDZ1IDYOwGYxYjO5KLSlz5HiNQ9udIXsPZ61VWaHGZ5XW/jyjmr6t2xz2jGVwbQ=="],
+
+    "@ai-sdk/gateway/@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@4.0.15", "", { "dependencies": { "@ai-sdk/provider": "3.0.8", "@standard-schema/spec": "^1.1.0", "eventsource-parser": "^3.0.6" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-8XiKWbemmCbvNN0CLR9u3PQiet4gtEVIrX4zzLxnCj06AwsEDJwJVBbKrEI4t6qE8XRSIvU2irka0dcpziKW6w=="],
+
     "@aws-crypto/sha256-browser/@aws-sdk/types": ["@aws-sdk/types@3.973.3", "", { "dependencies": { "@smithy/types": "^4.13.0", "tslib": "^2.6.2" } }, "sha512-tma6D8/xHZHJEUqmr6ksZjZ0onyIUqKDQLyp50ttZJmS0IwFYzxBgp5CxFvpYAnah52V3UtgrqGA6E83gtT7NQ=="],
 
     "@aws-crypto/sha256-browser/@smithy/util-utf8": ["@smithy/util-utf8@2.3.0", "", { "dependencies": { "@smithy/util-buffer-from": "^2.2.0", "tslib": "^2.6.2" } }, "sha512-R8Rdn8Hy72KKcebgLiv8jQcQkXoLMOGGv5uI1/k0l+snqkOzQ1R0ChUBCxWMlBsFMekWjq0wRudIweFs7sKT5A=="],
@@ -1716,6 +1723,10 @@
 
     "@xhmikosr/downloader/file-type": ["file-type@20.5.0", "", { "dependencies": { "@tokenizer/inflate": "^0.2.6", "strtok3": "^10.2.0", "token-types": "^6.0.0", "uint8array-extras": "^1.4.0" } }, "sha512-BfHZtG/l9iMm4Ecianu7P8HRD2tBHLtjXinm4X62XBOYzi7CYA7jyqfJzOvXHqzVrVPYqBo2/GvbARMaaJkKVg=="],
 
+    "ai/@ai-sdk/provider": ["@ai-sdk/provider@3.0.8", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-oGMAgGoQdBXbZqNG0Ze56CHjDZ1IDYOwGYxYjO5KLSlz5HiNQ9udIXsPZ61VWaHGZ5XW/jyjmr6t2xz2jGVwbQ=="],
+
+    "ai/@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@4.0.15", "", { "dependencies": { "@ai-sdk/provider": "3.0.8", "@standard-schema/spec": "^1.1.0", "eventsource-parser": "^3.0.6" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-8XiKWbemmCbvNN0CLR9u3PQiet4gtEVIrX4zzLxnCj06AwsEDJwJVBbKrEI4t6qE8XRSIvU2irka0dcpziKW6w=="],
+
     "ansi-escapes/type-fest": ["type-fest@0.21.3", "", {}, "sha512-t0rzBq87m3fVcduHDUFhKmyyX+9eo6WQjZvf51Ea/M0Q7+T374Jp1aUiyUl0GKxp8M/OETVHSDvmkyPgvX+X2w=="],
 
     "body-parser/debug": ["debug@2.6.9", "", { "dependencies": { "ms": "2.0.0" } }, "sha512-bC7ElrdJaJnPbAP+1EotYvqZsb3ecl5wi6Bfi6BJTUcNowp6cvspg0jXznRTKDjm/E7AdgFBVeAPVMNcKGsHMA=="],
@@ -1792,10 +1803,6 @@
 
     "wsl-utils/is-wsl": ["is-wsl@3.1.1", "", { "dependencies": { "is-inside-container": "^1.0.0" } }, "sha512-e6rvdUCiQCAuumZslxRJWR/Doq4VpPR82kqclvcS0efgt430SlGIk05vdCN58+VrzgtIcfNODjozVielycD4Sw=="],
 
-    "zhipu-ai-provider/@ai-sdk/provider": ["@ai-sdk/provider@2.0.1", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-KCUwswvsC5VsW2PWFqF8eJgSCu5Ysj7m1TxiHTVA6g7k360bk0RNQENT8KTMAYEs+8fWPD3Uu4dEmzGHc+jGng=="],
-
-    "zhipu-ai-provider/@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@3.0.21", "", { "dependencies": { "@ai-sdk/provider": "2.0.1", "@standard-schema/spec": "^1.0.0", "eventsource-parser": "^3.0.6" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-veuMwTLxsgh31Jjn0SnBABnM1f7ebHhRWcV2ZuY3hP3iJDCZ8VXBaYqcHXoOQDqUXTCas08sKQcHyWK+zl882Q=="],
-
     "@aws-crypto/sha256-browser/@aws-sdk/types/@smithy/types": ["@smithy/types@4.13.0", "", { "dependencies": { "tslib": "^2.6.2" } }, "sha512-COuLsZILbbQsdrwKQpkkpyep7lCsByxwj7m0Mg5v66/ZTyenlfBc40/QFQ5chO0YN/PNEH1Bi3fGtfXPnYNeDw=="],
 
     "@aws-crypto/sha256-browser/@smithy/util-utf8/@smithy/util-buffer-from": ["@smithy/util-buffer-from@2.2.0", "", { "dependencies": { "@smithy/is-array-buffer": "^2.2.0", "tslib": "^2.6.2" } }, "sha512-IJdWBbTcMQ6DA0gdNhh/BwrLkDR+ADW5Kr1aZmd4k3DIF6ezMV4R2NIAmT08wQJ3yUK82thHWmC/TnK/wpMMIA=="],
diff --git a/docker-compose.yml b/docker-compose.yml
index 889c353..cf82dd6 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -21,6 +21,9 @@ services:
       ZHIPU_API_KEY: ${ZHIPU_API_KEY:-}
       ZHIPU_MODEL: ${ZHIPU_MODEL:-glm-4.7-flashx}
       AI_TEMPERATURE: ${AI_TEMPERATURE:-0.2}
+      OLLAMA_BASE_URL: ${OLLAMA_BASE_URL:-http://127.0.0.1:11434}
+      OLLAMA_MODEL: ${OLLAMA_MODEL:-qwen3:8b}
+      OLLAMA_API_KEY: ${OLLAMA_API_KEY:-ollama}
       SEC_USER_AGENT: ${SEC_USER_AGENT:-Fiscal Clone <support@fiscal.local>}
       WORKFLOW_TARGET_WORLD: local
       WORKFLOW_LOCAL_DATA_DIR: ${WORKFLOW_LOCAL_DATA_DIR:-/app/.workflow-data}
diff --git a/lib/server/ai.test.ts b/lib/server/ai.test.ts
index b4f4e32..1cd8a0c 100644
--- a/lib/server/ai.test.ts
+++ b/lib/server/ai.test.ts
@@ -2,6 +2,7 @@ import { beforeEach, describe, expect, it, mock } from 'bun:test';
 import {
   __resetAiWarningsForTests,
   getAiConfig,
+  getExtractionAiConfig,
   runAiAnalysis
 } from './ai';
 
@@ -154,4 +155,65 @@ describe('ai config and runtime', () => {
       })
     ).rejects.toThrow('AI SDK returned an empty response');
   });
+
+  it('uses ollama defaults for extraction workload config', () => {
+    const config = getExtractionAiConfig({
+      env: {},
+      warn: () => {}
+    });
+
+    expect(config.provider).toBe('ollama');
+    expect(config.baseUrl).toBe('http://127.0.0.1:11434');
+    expect(config.model).toBe('qwen3:8b');
+    expect(config.apiKey).toBe('ollama');
+    expect(config.temperature).toBe(0);
+  });
+
+  it('uses extraction workload and returns ollama provider on success', async () => {
+    const createModel = mock((config: {
+      provider: string;
+      apiKey?: string;
+      model: string;
+      baseUrl: string;
+      temperature: number;
+    }) => {
+      expect(config.provider).toBe('ollama');
+      expect(config.baseUrl).toBe('http://127.0.0.1:11434');
+      expect(config.model).toBe('qwen3:8b');
+      expect(config.temperature).toBe(0);
+      return { modelId: config.model };
+    });
+    const generate = mock(async () => ({ text: '{"summary":"ok","keyPoints":[],"redFlags":[],"followUpQuestions":[],"portfolioSignals":[],"confidence":0.6}' }));
+
+    const result = await runAiAnalysis('Extract this filing', 'Return JSON', {
+      env: {
+        OLLAMA_MODEL: 'qwen3:8b'
+      },
+      warn: () => {},
+      workload: 'extraction',
+      createModel,
+      generate
+    });
+
+    expect(createModel).toHaveBeenCalledTimes(1);
+    expect(generate).toHaveBeenCalledTimes(1);
+    expect(result.provider).toBe('ollama');
+    expect(result.model).toBe('qwen3:8b');
+  });
+
+  it('falls back to local text when extraction workload generation fails', async () => {
+    const result = await runAiAnalysis('Extract this filing', 'Return JSON', {
+      env: {},
+      warn: () => {},
+      workload: 'extraction',
+      createModel: () => ({}),
+      generate: async () => {
+        throw new Error('ollama unavailable');
+      }
+    });
+
+    expect(result.provider).toBe('local-fallback');
+    expect(result.model).toBe('qwen3:8b');
+    expect(result.text).toContain('AI SDK fallback mode is active');
+  });
 });
diff --git a/lib/server/ai.ts b/lib/server/ai.ts
index 2a48c4d..bfab93a 100644
--- a/lib/server/ai.ts
+++ b/lib/server/ai.ts
@@ -1,7 +1,12 @@
+import { createOpenAI } from '@ai-sdk/openai';
 import { generateText } from 'ai';
 import { createZhipu } from 'zhipu-ai-provider';
 
+type AiWorkload = 'report' | 'extraction';
+type AiProvider = 'zhipu' | 'ollama';
+
 type AiConfig = {
+  provider: AiProvider;
   apiKey?: string;
   baseUrl: string;
   model: string;
@@ -27,11 +32,15 @@ type AiGenerateOutput = {
 };
 
 type RunAiAnalysisOptions = GetAiConfigOptions & {
+  workload?: AiWorkload;
   createModel?: (config: AiConfig) => unknown;
   generate?: (input: AiGenerateInput) => Promise<AiGenerateOutput>;
 };
 
 const CODING_API_BASE_URL = 'https://api.z.ai/api/coding/paas/v4';
+const OLLAMA_BASE_URL = 'http://127.0.0.1:11434';
+const OLLAMA_MODEL = 'qwen3:8b';
+const OLLAMA_API_KEY = 'ollama';
 
 let warnedIgnoredZhipuBaseUrl = false;
 
@@ -74,20 +83,47 @@ function fallbackResponse(prompt: string) {
   const clipped = prompt.split('\n').slice(0, 6).join(' ').slice(0, 260);
 
   return [
-    'AI SDK fallback mode is active (Zhipu configuration is missing).',
+    'AI SDK fallback mode is active (live model configuration is missing or unavailable).',
     'Thesis: Portfolio remains analyzable with local heuristics until live model access is configured.',
     'Risk scan: Concentration and filing sentiment should be monitored after each sync cycle.',
     `Context digest: ${clipped}`
   ].join('\n\n');
 }
 
+function toOpenAiCompatibleBaseUrl(baseUrl: string) {
+  const normalized = baseUrl.endsWith('/')
+    ? baseUrl.slice(0, -1)
+    : baseUrl;
+
+  return normalized.endsWith('/v1')
+    ? normalized
+    : `${normalized}/v1`;
+}
+
+function asErrorMessage(error: unknown) {
+  if (error instanceof Error && error.message) {
+    return error.message;
+  }
+
+  return String(error);
+}
+
 function defaultCreateModel(config: AiConfig) {
-  const zhipu = createZhipu({
-    apiKey: config.apiKey,
-    baseURL: config.baseUrl
+  if (config.provider === 'zhipu') {
+    const zhipu = createZhipu({
+      apiKey: config.apiKey,
+      baseURL: config.baseUrl
+    });
+
+    return zhipu(config.model);
+  }
+
+  const openai = createOpenAI({
+    apiKey: config.apiKey ?? OLLAMA_API_KEY,
+    baseURL: toOpenAiCompatibleBaseUrl(config.baseUrl)
   });
 
-  return zhipu(config.model);
+  return openai.chat(config.model);
 }
 
 async function defaultGenerate(input: AiGenerateInput): Promise<AiGenerateOutput> {
@@ -102,10 +138,15 @@ async function defaultGenerate(input: AiGenerateInput): Promise<AiGenerateOutput
 }
 
 export function getAiConfig(options?: GetAiConfigOptions) {
+  return getReportAiConfig(options);
+}
+
+export function getReportAiConfig(options?: GetAiConfigOptions) {
   const env = options?.env ?? process.env;
   warnIgnoredZhipuBaseUrl(env, options?.warn ?? console.warn);
 
   return {
+    provider: 'zhipu',
     apiKey: envValue('ZHIPU_API_KEY', env),
     baseUrl: CODING_API_BASE_URL,
     model: envValue('ZHIPU_MODEL', env) ?? 'glm-4.7-flashx',
@@ -113,15 +154,30 @@ export function getAiConfig(options?: GetAiConfigOptions) {
   } satisfies AiConfig;
 }
 
+export function getExtractionAiConfig(options?: GetAiConfigOptions) {
+  const env = options?.env ?? process.env;
+
+  return {
+    provider: 'ollama',
+    apiKey: envValue('OLLAMA_API_KEY', env) ?? OLLAMA_API_KEY,
+    baseUrl: envValue('OLLAMA_BASE_URL', env) ?? OLLAMA_BASE_URL,
+    model: envValue('OLLAMA_MODEL', env) ?? OLLAMA_MODEL,
+    temperature: 0
+  } satisfies AiConfig;
+}
+
 export function isAiConfigured(options?: GetAiConfigOptions) {
-  const config = getAiConfig(options);
+  const config = getReportAiConfig(options);
   return Boolean(config.apiKey);
 }
 
 export async function runAiAnalysis(prompt: string, systemPrompt?: string, options?: RunAiAnalysisOptions) {
-  const config = getAiConfig(options);
+  const workload = options?.workload ?? 'report';
+  const config = workload === 'extraction'
+    ? getExtractionAiConfig(options)
+    : getReportAiConfig(options);
 
-  if (!config.apiKey) {
+  if (workload === 'report' && !config.apiKey) {
     return {
       provider: 'local-fallback',
       model: config.model,
@@ -131,25 +187,49 @@ export async function runAiAnalysis(prompt: string, systemPrompt?: string, optio
 
   const createModel = options?.createModel ?? defaultCreateModel;
   const generate = options?.generate ?? defaultGenerate;
-  const model = createModel(config);
+  const warn = options?.warn ?? console.warn;
 
-  const result = await generate({
-    model,
-    system: systemPrompt,
-    prompt,
-    temperature: config.temperature
-  });
+  try {
+    const model = createModel(config);
 
-  const text = result.text.trim();
-  if (!text) {
-    throw new Error('AI SDK returned an empty response');
+    const result = await generate({
+      model,
+      system: systemPrompt,
+      prompt,
+      temperature: config.temperature
+    });
+
+    const text = result.text.trim();
+    if (!text) {
+      if (workload === 'extraction') {
+        return {
+          provider: 'local-fallback',
+          model: config.model,
+          text: fallbackResponse(prompt)
+        };
+      }
+
+      throw new Error('AI SDK returned an empty response');
+    }
+
+    return {
+      provider: config.provider,
+      model: config.model,
+      text
+    };
+  } catch (error) {
+    if (workload === 'extraction') {
+      warn(`[AI SDK] Extraction fallback activated: ${asErrorMessage(error)}`);
+
+      return {
+        provider: 'local-fallback',
+        model: config.model,
+        text: fallbackResponse(prompt)
+      };
+    }
+
+    throw error;
   }
-
-  return {
-    provider: 'zhipu',
-    model: config.model,
-    text
-  };
 }
 
 export function __resetAiWarningsForTests() {
diff --git a/lib/server/api/app.ts b/lib/server/api/app.ts
index c82b77d..392b582 100644
--- a/lib/server/api/app.ts
+++ b/lib/server/api/app.ts
@@ -4,6 +4,7 @@ import { auth } from '@/lib/auth';
 import { requireAuthenticatedSession } from '@/lib/server/auth-session';
 import { asErrorMessage, jsonError } from '@/lib/server/http';
 import { buildPortfolioSummary } from '@/lib/server/portfolio';
+import { redactInternalFilingAnalysisFields } from '@/lib/server/api/filing-redaction';
 import { getFilingByAccession, listFilingsRecords } from '@/lib/server/repos/filings';
 import {
   deleteHoldingByIdRecord,
@@ -332,8 +333,9 @@ export const app = new Elysia({ prefix: '/api' })
       getQuote(ticker),
       getPriceHistory(ticker)
     ]);
+    const redactedFilings = filings.map(redactInternalFilingAnalysisFields);
 
-    const latestFiling = filings[0] ?? null;
+    const latestFiling = redactedFilings[0] ?? null;
     const holding = holdings.find((entry) => entry.ticker === ticker) ?? null;
     const watchlistItem = watchlist.find((entry) => entry.ticker === ticker) ?? null;
 
@@ -341,7 +343,7 @@ export const app = new Elysia({ prefix: '/api' })
       ?? watchlistItem?.company_name
       ?? ticker;
 
-    const financials = filings
+    const financials = redactedFilings
       .filter((entry) => entry.metrics)
       .map((entry) => ({
         filingDate: entry.filing_date,
@@ -353,7 +355,7 @@ export const app = new Elysia({ prefix: '/api' })
         debt: entry.metrics?.debt ?? null
       }));
 
-    const aiReports = filings
+    const aiReports = redactedFilings
       .filter((entry) => entry.analysis?.text || entry.analysis?.legacyInsights)
       .slice(0, 8)
       .map((entry) => ({
@@ -377,7 +379,7 @@ export const app = new Elysia({ prefix: '/api' })
         position: holding,
         priceHistory,
         financials,
-        filings: filings.slice(0, 20),
+        filings: redactedFilings.slice(0, 20),
         aiReports
       }
     });
@@ -446,7 +448,7 @@ export const app = new Elysia({ prefix: '/api' })
       limit: Number.isFinite(limit) ? limit : 50
     });
 
-    return Response.json({ filings });
+    return Response.json({ filings: filings.map(redactInternalFilingAnalysisFields) });
   }, {
     query: t.Object({
       ticker: t.Optional(t.String()),
diff --git a/lib/server/api/filing-redaction.test.ts b/lib/server/api/filing-redaction.test.ts
new file mode 100644
index 0000000..1567d45
--- /dev/null
+++ b/lib/server/api/filing-redaction.test.ts
@@ -0,0 +1,52 @@
+import { describe, expect, it } from 'bun:test';
+import type { Filing } from '@/lib/types';
+import { redactInternalFilingAnalysisFields } from './filing-redaction';
+
+function filingWithExtraction(): Filing {
+  return {
+    id: 7,
+    ticker: 'MSFT',
+    filing_type: '10-K',
+    filing_date: '2026-02-01',
+    accession_number: '0000789019-26-000001',
+    cik: '0000789019',
+    company_name: 'Microsoft Corporation',
+    filing_url: 'https://www.sec.gov/Archives/edgar/data/789019/000078901926000001/a10k.htm',
+    submission_url: null,
+    primary_document: 'a10k.htm',
+    metrics: null,
+    analysis: {
+      provider: 'zhipu',
+      model: 'glm-4.7-flashx',
+      text: 'Report text',
+      extraction: {
+        summary: 'Internal extraction summary',
+        keyPoints: ['a'],
+        redFlags: ['b'],
+        followUpQuestions: ['c'],
+        portfolioSignals: ['d'],
+        confidence: 0.4
+      },
+      extractionMeta: {
+        provider: 'ollama',
+        model: 'qwen3:8b',
+        source: 'primary_document',
+        generatedAt: '2026-02-01T00:00:00.000Z'
+      }
+    },
+    created_at: '2026-02-01T00:00:00.000Z',
+    updated_at: '2026-02-01T00:00:00.000Z'
+  };
+}
+
+describe('filing response redaction', () => {
+  it('removes internal extraction fields while preserving public analysis fields', () => {
+    const redacted = redactInternalFilingAnalysisFields(filingWithExtraction());
+
+    expect(redacted.analysis?.provider).toBe('zhipu');
+    expect(redacted.analysis?.model).toBe('glm-4.7-flashx');
+    expect(redacted.analysis?.text).toBe('Report text');
+    expect(redacted.analysis?.extraction).toBeUndefined();
+    expect(redacted.analysis?.extractionMeta).toBeUndefined();
+  });
+});
diff --git a/lib/server/api/filing-redaction.ts b/lib/server/api/filing-redaction.ts
new file mode 100644
index 0000000..0a69c66
--- /dev/null
+++ b/lib/server/api/filing-redaction.ts
@@ -0,0 +1,15 @@
+import type { Filing } from '@/lib/types';
+
+export function redactInternalFilingAnalysisFields(filing: Filing): Filing {
+  if (!filing.analysis) {
+    return filing;
+  }
+
+  const { extraction: _extraction, extractionMeta: _extractionMeta, ...analysis } = filing.analysis;
+  const hasPublicFields = Object.keys(analysis).length > 0;
+
+  return {
+    ...filing,
+    analysis: hasPublicFields ? analysis : null
+  };
+}
diff --git a/lib/server/db/schema.ts b/lib/server/db/schema.ts
index f6a3cc6..cfafb77 100644
--- a/lib/server/db/schema.ts
+++ b/lib/server/db/schema.ts
@@ -20,6 +20,20 @@ type FilingAnalysis = {
   model?: string;
   text?: string;
   legacyInsights?: string;
+  extraction?: {
+    summary: string;
+    keyPoints: string[];
+    redFlags: string[];
+    followUpQuestions: string[];
+    portfolioSignals: string[];
+    confidence: number;
+  };
+  extractionMeta?: {
+    provider: string;
+    model: string;
+    source: 'primary_document' | 'metadata_fallback';
+    generatedAt: string;
+  };
 };
 
 const authDateColumn = {
diff --git a/lib/server/sec.test.ts b/lib/server/sec.test.ts
new file mode 100644
index 0000000..6fbc1e3
--- /dev/null
+++ b/lib/server/sec.test.ts
@@ -0,0 +1,84 @@
+import { describe, expect, it, mock } from 'bun:test';
+import {
+  fetchPrimaryFilingText,
+  normalizeSecDocumentText,
+  resolvePrimaryFilingUrl,
+  trimSecDocumentTextForPrompt
+} from './sec';
+
+describe('sec filing text helpers', () => {
+  it('normalizes html filing content into plain text', () => {
+    const html = `
+      <html>
+        <head>
+          <style>.x { color: red; }</style>
+          <script>console.log("ignore")</script>
+        </head>
+        <body>
+          <h1>Quarterly&nbsp;Report</h1>
+          <p>Revenue &amp; margin improved.</p>
+          <div>See &#39;Risk Factors&#39; section.</div>
+        </body>
+      </html>
+    `;
+
+    const normalized = normalizeSecDocumentText(html);
+
+    expect(normalized).toContain('Quarterly Report');
+    expect(normalized).toContain('Revenue & margin improved.');
+    expect(normalized).toContain('See \'Risk Factors\' section.');
+    expect(normalized).not.toContain('<script>');
+    expect(normalized).not.toContain('console.log');
+  });
+
+  it('trims filing text to prompt budget boundaries', () => {
+    const text = `A`.repeat(4_500);
+    const result = trimSecDocumentTextForPrompt(text, 2_000);
+
+    expect(result.truncated).toBe(true);
+    expect(result.text.length).toBeLessThanOrEqual(2_000);
+  });
+
+  it('prefers explicit filing url when available', () => {
+    const url = resolvePrimaryFilingUrl({
+      filingUrl: 'https://www.sec.gov/Archives/edgar/data/123/x.htm',
+      cik: '123',
+      accessionNumber: '0000-00-00',
+      primaryDocument: 'x.htm'
+    });
+
+    expect(url).toBe('https://www.sec.gov/Archives/edgar/data/123/x.htm');
+  });
+
+  it('reconstructs primary filing url when filing url is absent', () => {
+    const url = resolvePrimaryFilingUrl({
+      filingUrl: null,
+      cik: '0000320193',
+      accessionNumber: '0000320193-24-000001',
+      primaryDocument: 'a10q.htm'
+    });
+
+    expect(url).toBe('https://www.sec.gov/Archives/edgar/data/320193/000032019324000001/a10q.htm');
+  });
+
+  it('fetches, normalizes, and clips primary filing text', async () => {
+    const longHtml = `<html><body><p>${'Alpha '.repeat(600)}</p></body></html>`;
+    const fetchImpl = mock(async () => new Response(longHtml, { status: 200 })) as unknown as typeof fetch;
+
+    const result = await fetchPrimaryFilingText({
+      filingUrl: null,
+      cik: '0000320193',
+      accessionNumber: '0000320193-24-000001',
+      primaryDocument: 'a10q.htm'
+    }, {
+      fetchImpl,
+      maxChars: 1_000
+    });
+
+    expect(fetchImpl).toHaveBeenCalledTimes(1);
+    expect(result).not.toBeNull();
+    expect(result?.source).toBe('primary_document');
+    expect(result?.truncated).toBe(true);
+    expect(result?.text.length).toBeLessThanOrEqual(1_000);
+  });
+});
diff --git a/lib/server/sec.ts b/lib/server/sec.ts
index 64261c5..437b149 100644
--- a/lib/server/sec.ts
+++ b/lib/server/sec.ts
@@ -39,8 +39,28 @@ type SecFiling = {
   primaryDocument: string | null;
 };
 
+type FilingDocumentInput = {
+  filingUrl: string | null;
+  cik: string;
+  accessionNumber: string;
+  primaryDocument: string | null;
+};
+
+type FetchPrimaryFilingTextOptions = {
+  fetchImpl?: typeof fetch;
+  maxChars?: number;
+};
+
+export type FilingDocumentText = {
+  source: 'primary_document';
+  url: string;
+  text: string;
+  truncated: boolean;
+};
+
 const SUPPORTED_FORMS: FilingType[] = ['10-K', '10-Q', '8-K'];
 const TICKER_CACHE_TTL_MS = 1000 * 60 * 60 * 12;
+const FILING_TEXT_MAX_CHARS = 24_000;
 
 let tickerCache = new Map<string, TickerDirectoryRecord>();
 let tickerCacheLoadedAt = 0;
@@ -53,6 +73,147 @@ function todayIso() {
   return new Date().toISOString().slice(0, 10);
 }
 
+function decodeHtmlEntities(value: string) {
+  const decodeCodePoint = (code: number) => {
+    if (!Number.isFinite(code) || code < 0 || code > 0x10ffff) {
+      return ' ';
+    }
+
+    try {
+      return String.fromCodePoint(code);
+    } catch {
+      return ' ';
+    }
+  };
+
+  return value
+    .replace(/&nbsp;|&#160;/gi, ' ')
+    .replace(/&amp;/gi, '&')
+    .replace(/&lt;/gi, '<')
+    .replace(/&gt;/gi, '>')
+    .replace(/&quot;/gi, '"')
+    .replace(/&#39;/gi, '\'')
+    .replace(/&#x([0-9a-f]+);/gi, (_match, rawCode: string) => {
+      const code = Number.parseInt(rawCode, 16);
+      return decodeCodePoint(code);
+    })
+    .replace(/&#([0-9]+);/g, (_match, rawCode: string) => {
+      const code = Number.parseInt(rawCode, 10);
+      return decodeCodePoint(code);
+    });
+}
+
+export function normalizeSecDocumentText(raw: string) {
+  return decodeHtmlEntities(
+    raw
+      .replace(/\r/g, '\n')
+      .replace(/<script[\s\S]*?<\/script>/gi, ' ')
+      .replace(/<style[\s\S]*?<\/style>/gi, ' ')
+      .replace(/<noscript[\s\S]*?<\/noscript>/gi, ' ')
+      .replace(/<!--[\s\S]*?-->/g, ' ')
+      .replace(/<\/?(p|div|section|article|li|tr|td|th|h[1-6]|br|hr)[^>]*>/gi, '\n')
+      .replace(/<[^>]+>/g, ' ')
+  )
+    .replace(/[ \t]+\n/g, '\n')
+    .replace(/\n[ \t]+/g, '\n')
+    .replace(/[ \t]{2,}/g, ' ')
+    .replace(/\n{3,}/g, '\n\n')
+    .trim();
+}
+
+export function trimSecDocumentTextForPrompt(text: string, maxChars = FILING_TEXT_MAX_CHARS) {
+  const safeMax = Math.max(Math.trunc(maxChars), 1_000);
+  if (text.length <= safeMax) {
+    return { text, truncated: false };
+  }
+
+  const slice = text.slice(0, safeMax);
+  const newlineBoundary = slice.lastIndexOf('\n');
+  const wordBoundary = slice.lastIndexOf(' ');
+  const boundary = Math.max(newlineBoundary, wordBoundary);
+  const clipped = (boundary > safeMax * 0.7 ? slice.slice(0, boundary) : slice).trimEnd();
+
+  return { text: clipped, truncated: true };
+}
+
+function compactAccessionNumber(value: string) {
+  return value.replace(/-/g, '');
+}
+
+function normalizeCikForPath(value: string) {
+  const digits = value.replace(/\D/g, '');
+  if (!digits) {
+    return null;
+  }
+
+  const numeric = Number(digits);
+  if (!Number.isFinite(numeric)) {
+    return null;
+  }
+
+  return String(numeric);
+}
+
+export function resolvePrimaryFilingUrl(input: FilingDocumentInput) {
+  const directUrl = input.filingUrl?.trim();
+  if (directUrl) {
+    return directUrl;
+  }
+
+  if (!input.primaryDocument) {
+    return null;
+  }
+
+  const cikPath = normalizeCikForPath(input.cik);
+  const accessionPath = compactAccessionNumber(input.accessionNumber);
+  if (!cikPath || !accessionPath) {
+    return null;
+  }
+
+  return `https://www.sec.gov/Archives/edgar/data/${cikPath}/${accessionPath}/${input.primaryDocument}`;
+}
+
+export async function fetchPrimaryFilingText(
+  input: FilingDocumentInput,
+  options?: FetchPrimaryFilingTextOptions
+): Promise<FilingDocumentText | null> {
+  const url = resolvePrimaryFilingUrl(input);
+  if (!url) {
+    return null;
+  }
+
+  const doFetch = options?.fetchImpl ?? fetch;
+  const response = await doFetch(url, {
+    headers: {
+      'User-Agent': envUserAgent(),
+      Accept: 'text/html, text/plain;q=0.9, */*;q=0.8'
+    },
+    cache: 'no-store'
+  });
+
+  if (!response.ok) {
+    throw new Error(`SEC filing request failed (${response.status})`);
+  }
+
+  const raw = await response.text();
+  const normalized = normalizeSecDocumentText(raw);
+  if (!normalized) {
+    return null;
+  }
+
+  const clipped = trimSecDocumentTextForPrompt(normalized, options?.maxChars ?? FILING_TEXT_MAX_CHARS);
+  if (!clipped.text) {
+    return null;
+  }
+
+  return {
+    source: 'primary_document',
+    url,
+    text: clipped.text,
+    truncated: clipped.truncated
+  };
+}
+
 function pseudoMetric(seed: string, min: number, max: number) {
   let hash = 0;
   for (const char of seed) {
diff --git a/lib/server/task-processors.test.ts b/lib/server/task-processors.test.ts
new file mode 100644
index 0000000..d95eee4
--- /dev/null
+++ b/lib/server/task-processors.test.ts
@@ -0,0 +1,71 @@
+import { describe, expect, it } from 'bun:test';
+import type { Filing } from '@/lib/types';
+import { __taskProcessorInternals } from './task-processors';
+
+function sampleFiling(): Filing {
+  return {
+    id: 1,
+    ticker: 'AAPL',
+    filing_type: '10-Q',
+    filing_date: '2026-01-30',
+    accession_number: '0000320193-26-000001',
+    cik: '0000320193',
+    company_name: 'Apple Inc.',
+    filing_url: 'https://www.sec.gov/Archives/edgar/data/320193/000032019326000001/a10q.htm',
+    submission_url: 'https://data.sec.gov/submissions/CIK0000320193.json',
+    primary_document: 'a10q.htm',
+    metrics: {
+      revenue: 120_000_000_000,
+      netIncome: 25_000_000_000,
+      totalAssets: 410_000_000_000,
+      cash: 70_000_000_000,
+      debt: 98_000_000_000
+    },
+    analysis: null,
+    created_at: '2026-01-30T00:00:00.000Z',
+    updated_at: '2026-01-30T00:00:00.000Z'
+  };
+}
+
+describe('task processor extraction helpers', () => {
+  it('parses strict extraction payloads', () => {
+    const raw = JSON.stringify({
+      summary: 'Revenue growth remained resilient despite FX pressure.',
+      keyPoints: ['Revenue up year-over-year'],
+      redFlags: ['Debt service burden is rising'],
+      followUpQuestions: ['Is margin guidance sustainable?'],
+      portfolioSignals: ['Monitor leverage trend'],
+      confidence: 0.72
+    });
+
+    const parsed = __taskProcessorInternals.parseExtractionPayload(raw);
+
+    expect(parsed).not.toBeNull();
+    expect(parsed?.summary).toContain('Revenue growth');
+    expect(parsed?.confidence).toBe(0.72);
+  });
+
+  it('rejects extraction payloads with extra keys', () => {
+    const raw = JSON.stringify({
+      summary: 'ok',
+      keyPoints: [],
+      redFlags: [],
+      followUpQuestions: [],
+      portfolioSignals: [],
+      confidence: 0.2,
+      extra: 'not-allowed'
+    });
+
+    const parsed = __taskProcessorInternals.parseExtractionPayload(raw);
+    expect(parsed).toBeNull();
+  });
+
+  it('builds deterministic extraction fallback from filing metadata', () => {
+    const fallback = __taskProcessorInternals.deterministicExtractionFallback(sampleFiling());
+
+    expect(fallback.summary).toContain('Deterministic extraction fallback');
+    expect(fallback.keyPoints.length).toBeGreaterThan(0);
+    expect(fallback.redFlags.length).toBeGreaterThan(0);
+    expect(fallback.confidence).toBe(0.2);
+  });
+});
diff --git a/lib/server/task-processors.ts b/lib/server/task-processors.ts
index ea55197..11a5af9 100644
--- a/lib/server/task-processors.ts
+++ b/lib/server/task-processors.ts
@@ -1,4 +1,10 @@
-import type { Filing, Holding, Task } from '@/lib/types';
+import type {
+  Filing,
+  FilingExtraction,
+  FilingExtractionMeta,
+  Holding,
+  Task
+} from '@/lib/types';
 import { runAiAnalysis } from '@/lib/server/ai';
 import { buildPortfolioSummary } from '@/lib/server/portfolio';
 import { getQuote } from '@/lib/server/prices';
@@ -13,7 +19,23 @@ import {
   listUserHoldings
 } from '@/lib/server/repos/holdings';
 import { createPortfolioInsight } from '@/lib/server/repos/insights';
-import { fetchFilingMetrics, fetchRecentFilings } from '@/lib/server/sec';
+import {
+  fetchFilingMetrics,
+  fetchPrimaryFilingText,
+  fetchRecentFilings
+} from '@/lib/server/sec';
+
+const EXTRACTION_REQUIRED_KEYS = [
+  'summary',
+  'keyPoints',
+  'redFlags',
+  'followUpQuestions',
+  'portfolioSignals',
+  'confidence'
+] as const;
+const EXTRACTION_MAX_ITEMS = 6;
+const EXTRACTION_ITEM_MAX_LENGTH = 280;
+const EXTRACTION_SUMMARY_MAX_LENGTH = 900;
 
 function toTaskResult(value: unknown): Record<string, unknown> {
   if (!value || typeof value !== 'object' || Array.isArray(value)) {
@@ -42,6 +64,173 @@ function parseLimit(raw: unknown, fallback: number, min: number, max: number) {
   return Math.min(Math.max(intValue, min), max);
 }
 
+function sanitizeExtractionText(value: unknown, maxLength: number) {
+  if (typeof value !== 'string') {
+    return null;
+  }
+
+  const collapsed = value.replace(/\s+/g, ' ').trim();
+  if (!collapsed) {
+    return null;
+  }
+
+  return collapsed.slice(0, maxLength);
+}
+
+function sanitizeExtractionList(value: unknown) {
+  if (!Array.isArray(value)) {
+    return null;
+  }
+
+  const cleaned: string[] = [];
+
+  for (const entry of value) {
+    const normalized = sanitizeExtractionText(entry, EXTRACTION_ITEM_MAX_LENGTH);
+    if (!normalized) {
+      continue;
+    }
+
+    cleaned.push(normalized);
+    if (cleaned.length >= EXTRACTION_MAX_ITEMS) {
+      break;
+    }
+  }
+
+  return cleaned;
+}
+
+function parseExtractionPayload(raw: string): FilingExtraction | null {
+  const fencedJson = raw.match(/```(?:json)?\s*([\s\S]*?)```/i)?.[1];
+  const candidate = fencedJson ?? (() => {
+    const start = raw.indexOf('{');
+    const end = raw.lastIndexOf('}');
+    return start >= 0 && end > start ? raw.slice(start, end + 1) : null;
+  })();
+
+  if (!candidate) {
+    return null;
+  }
+
+  let parsed: unknown;
+  try {
+    parsed = JSON.parse(candidate);
+  } catch {
+    return null;
+  }
+
+  if (!parsed || typeof parsed !== 'object' || Array.isArray(parsed)) {
+    return null;
+  }
+
+  const payload = parsed as Record<string, unknown>;
+  const keys = Object.keys(payload);
+  if (keys.length !== EXTRACTION_REQUIRED_KEYS.length) {
+    return null;
+  }
+
+  for (const key of EXTRACTION_REQUIRED_KEYS) {
+    if (!(key in payload)) {
+      return null;
+    }
+  }
+
+  for (const key of keys) {
+    if (!EXTRACTION_REQUIRED_KEYS.includes(key as (typeof EXTRACTION_REQUIRED_KEYS)[number])) {
+      return null;
+    }
+  }
+
+  const summary = sanitizeExtractionText(payload.summary, EXTRACTION_SUMMARY_MAX_LENGTH);
+  const keyPoints = sanitizeExtractionList(payload.keyPoints);
+  const redFlags = sanitizeExtractionList(payload.redFlags);
+  const followUpQuestions = sanitizeExtractionList(payload.followUpQuestions);
+  const portfolioSignals = sanitizeExtractionList(payload.portfolioSignals);
+  const confidenceRaw = typeof payload.confidence === 'number'
+    ? payload.confidence
+    : Number(payload.confidence);
+
+  if (!summary || !keyPoints || !redFlags || !followUpQuestions || !portfolioSignals || !Number.isFinite(confidenceRaw)) {
+    return null;
+  }
+
+  return {
+    summary,
+    keyPoints,
+    redFlags,
+    followUpQuestions,
+    portfolioSignals,
+    confidence: Math.min(Math.max(confidenceRaw, 0), 1)
+  };
+}
+
+function metricSnapshotLine(label: string, value: number | null | undefined) {
+  if (value === null || value === undefined || !Number.isFinite(value)) {
+    return `${label}: not reported`;
+  }
+
+  return `${label}: ${Math.round(value).toLocaleString('en-US')}`;
+}
+
+function deterministicExtractionFallback(filing: Filing): FilingExtraction {
+  const metrics = filing.metrics;
+
+  return {
+    summary: `${filing.company_name} ${filing.filing_type} filed on ${filing.filing_date}. Deterministic extraction fallback used due unavailable or invalid local parsing output.`,
+    keyPoints: [
+      `${filing.filing_type} filing recorded for ${filing.ticker}.`,
+      metricSnapshotLine('Revenue', metrics?.revenue),
+      metricSnapshotLine('Net income', metrics?.netIncome),
+      metricSnapshotLine('Total assets', metrics?.totalAssets)
+    ],
+    redFlags: [
+      metricSnapshotLine('Cash', metrics?.cash),
+      metricSnapshotLine('Debt', metrics?.debt),
+      filing.primary_document ? 'Primary document is indexed and available for review.' : 'Primary document reference is unavailable in current filing metadata.'
+    ],
+    followUpQuestions: [
+      'What changed versus the prior filing in guidance, margins, or liquidity?',
+      'Are any material risks under-emphasized relative to historical filings?',
+      'Should portfolio exposure be adjusted before the next reporting cycle?'
+    ],
+    portfolioSignals: [
+      'Validate trend direction using at least two prior filings.',
+      'Cross-check leverage and liquidity metrics against position sizing rules.',
+      'Track language shifts around guidance or demand assumptions.'
+    ],
+    confidence: 0.2
+  };
+}
+
+function extractionPrompt(filing: Filing, filingText: string) {
+  return [
+    'Extract structured signals from the SEC filing text.',
+    `Company: ${filing.company_name} (${filing.ticker})`,
+    `Form: ${filing.filing_type}`,
+    `Filed: ${filing.filing_date}`,
+    'Return ONLY valid JSON with exactly these keys and no extra keys:',
+    '{"summary":"string","keyPoints":["string"],"redFlags":["string"],"followUpQuestions":["string"],"portfolioSignals":["string"],"confidence":0}',
+    `Rules: keyPoints/redFlags/followUpQuestions/portfolioSignals arrays max ${EXTRACTION_MAX_ITEMS} items; each item <= ${EXTRACTION_ITEM_MAX_LENGTH} chars; summary <= ${EXTRACTION_SUMMARY_MAX_LENGTH} chars; confidence between 0 and 1.`,
+    'Filing text follows:',
+    filingText
+  ].join('\n\n');
+}
+
+function reportPrompt(
+  filing: Filing,
+  extraction: FilingExtraction,
+  extractionMeta: FilingExtractionMeta
+) {
+  return [
+    'You are a fiscal research assistant focused on regulatory signals.',
+    `Analyze this SEC filing from ${filing.company_name} (${filing.ticker}).`,
+    `Form: ${filing.filing_type}`,
+    `Filed: ${filing.filing_date}`,
+    `Metrics: ${JSON.stringify(filing.metrics ?? {})}`,
+    `Structured extraction context (${extractionMeta.source}): ${JSON.stringify(extraction)}`,
+    'Return concise sections: Thesis, Red Flags, Follow-up Questions, Portfolio Impact.'
+  ].join('\n');
+}
+
 function filingLinks(filing: {
   filingUrl: string | null;
   submissionUrl: string | null;
@@ -134,27 +323,65 @@ async function processAnalyzeFiling(task: Task) {
     throw new Error(`Filing ${accessionNumber} not found`);
   }
 
-  const prompt = [
-    'You are a fiscal research assistant focused on regulatory signals.',
-    `Analyze this SEC filing from ${filing.company_name} (${filing.ticker}).`,
-    `Form: ${filing.filing_type}`,
-    `Filed: ${filing.filing_date}`,
-    `Metrics: ${JSON.stringify(filing.metrics ?? {})}`,
-    'Return concise sections: Thesis, Red Flags, Follow-up Questions, Portfolio Impact.'
-  ].join('\n');
+  const defaultExtraction = deterministicExtractionFallback(filing);
+  let extraction = defaultExtraction;
+  let extractionMeta: FilingExtractionMeta = {
+    provider: 'deterministic-fallback',
+    model: 'metadata-fallback',
+    source: 'metadata_fallback',
+    generatedAt: new Date().toISOString()
+  };
 
-  const analysis = await runAiAnalysis(prompt, 'Use concise institutional analyst language.');
+  try {
+    const filingDocument = await fetchPrimaryFilingText({
+      filingUrl: filing.filing_url,
+      cik: filing.cik,
+      accessionNumber: filing.accession_number,
+      primaryDocument: filing.primary_document ?? null
+    });
+
+    if (filingDocument?.text) {
+      const extractionResult = await runAiAnalysis(
+        extractionPrompt(filing, filingDocument.text),
+        'Return strict JSON only.',
+        { workload: 'extraction' }
+      );
+
+      const parsed = parseExtractionPayload(extractionResult.text);
+      if (parsed) {
+        extraction = parsed;
+        extractionMeta = {
+          provider: extractionResult.provider === 'local-fallback' ? 'deterministic-fallback' : 'ollama',
+          model: extractionResult.model,
+          source: filingDocument.source,
+          generatedAt: new Date().toISOString()
+        };
+      }
+    }
+  } catch {
+    extraction = defaultExtraction;
+  }
+
+  const analysis = await runAiAnalysis(
+    reportPrompt(filing, extraction, extractionMeta),
+    'Use concise institutional analyst language.',
+    { workload: 'report' }
+  );
 
   await saveFilingAnalysis(accessionNumber, {
     provider: analysis.provider,
     model: analysis.model,
-    text: analysis.text
+    text: analysis.text,
+    extraction,
+    extractionMeta
   });
 
   return {
     accessionNumber,
     provider: analysis.provider,
-    model: analysis.model
+    model: analysis.model,
+    extractionProvider: extractionMeta.provider,
+    extractionModel: extractionMeta.model
   };
 }
 
@@ -186,7 +413,11 @@ async function processPortfolioInsights(task: Task) {
     'Respond with: 1) health score (0-100), 2) top 3 risks, 3) top 3 opportunities, 4) next actions in 7 days.'
   ].join('\n');
 
-  const analysis = await runAiAnalysis(prompt, 'Act as a risk-aware buy-side analyst.');
+  const analysis = await runAiAnalysis(
+    prompt,
+    'Act as a risk-aware buy-side analyst.',
+    { workload: 'report' }
+  );
 
   await createPortfolioInsight({
     userId,
@@ -202,6 +433,11 @@ async function processPortfolioInsights(task: Task) {
   };
 }
 
+export const __taskProcessorInternals = {
+  parseExtractionPayload,
+  deterministicExtractionFallback
+};
+
 export async function runTaskProcessor(task: Task) {
   switch (task.task_type) {
     case 'sync_filings':
diff --git a/lib/types.ts b/lib/types.ts
index e827ea3..5c59828 100644
--- a/lib/types.ts
+++ b/lib/types.ts
@@ -37,6 +37,22 @@ export type PortfolioSummary = {
   avg_return_pct: string;
 };
 
+export type FilingExtraction = {
+  summary: string;
+  keyPoints: string[];
+  redFlags: string[];
+  followUpQuestions: string[];
+  portfolioSignals: string[];
+  confidence: number;
+};
+
+export type FilingExtractionMeta = {
+  provider: string;
+  model: string;
+  source: 'primary_document' | 'metadata_fallback';
+  generatedAt: string;
+};
+
 export type Filing = {
   id: number;
   ticker: string;
@@ -60,6 +76,8 @@ export type Filing = {
     model?: string;
     text?: string;
     legacyInsights?: string;
+    extraction?: FilingExtraction;
+    extractionMeta?: FilingExtractionMeta;
   } | null;
   created_at: string;
   updated_at: string;
diff --git a/package.json b/package.json
index 724b5c9..de4eede 100644
--- a/package.json
+++ b/package.json
@@ -13,6 +13,7 @@
   },
   "dependencies": {
     "@elysiajs/eden": "^1.4.8",
+    "@ai-sdk/openai": "^2.0.62",
     "@libsql/client": "^0.17.0",
     "@tailwindcss/postcss": "^4.2.1",
     "ai": "^6.0.104",