diff --git a/.env.example b/.env.example
index c9aae7d..7ff06dc 100644
--- a/.env.example
+++ b/.env.example
@@ -7,6 +7,7 @@ SUPABASE_SERVICE_ROLE_KEY=
 SUPABASE_STORAGE_BUCKET=applypilot-assets
 OPENAI_API_KEY=
 OPENAI_MODEL=gpt-4.1-mini
+APPLYPILOT_LOCAL_STORE_PATH=
 ENABLE_DEMO_DATA=false
 VITE_DASHBOARD_URL=http://localhost:3000
 VITE_API_BASE_URL=http://localhost:3000
diff --git a/README.md b/README.md
index ddf72fc..a324e83 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@ The product is intentionally single-user and local-first:
 
 - Public-safe career stories live in `knowledge_base/`.
 - Private interview notes can live in `local_workspace/knowledge_base_private/`, which is ignored by Git.
-- The app works with an in-memory demo store by default, so it runs without Supabase or OpenAI.
+- The app works with a gitignored local JSON store by default, so it runs without Supabase or OpenAI.
 - AI calls have deterministic fallbacks, keeping the workflow usable without external services.
 
 ## Product Tour
@@ -37,7 +37,7 @@ The product is intentionally single-user and local-first:
 | --- | --- | --- |
 | ![Knowledge Base](docs/assets/knowledge-base.png) | ![Daily Picks](docs/assets/daily-picks.png) | ![Application Tracker](docs/assets/application-tracker.png) |
 
-### Application Workflow V0
+### Application Workflow
 
 ![Application Workflow](docs/assets/application-workflow.svg)
 
@@ -45,11 +45,11 @@ The product is intentionally single-user and local-first:
 
 | Capability | What it means |
 | --- | --- |
-| Role matching V0 | Scores saved jobs against profile, preferences, keywords, skills, region, salary, remote policy, and application friction. |
+| Role matching | Scores saved jobs against profile, preferences, keywords, skills, region, salary, remote policy, and application friction. |
 | Resume and story retrieval | Retrieves resume evidence plus reusable stories, interview notes, job profiles, and answer playbooks for a role. |
 | Local Markdown/JSON knowledge base | Reads structured Markdown, JSON sidecars, standalone JSON entries, and private local-only entries. |
 | Daily Picks | Ranks saved jobs and attaches prep assets under each role so review starts with evidence, not a blank page. |
-| Application workflow V0 | Turns a saved role into a human-reviewable checklist with matched resume evidence, story assets, next actions, and tracker state. |
+| Application workflow | Turns a saved role into a human-reviewable checklist with matched resume evidence, story assets, next actions, and tracker state. |
 | Application tracker sync | Manual job saves create `drafted` tracker records, and repeat saves do not reset existing statuses. |
 | Human-in-the-loop automation | The Chrome extension can assist LinkedIn and MyCareersFuture flows, while risky cases route to review. |
 
@@ -156,27 +156,26 @@ pnpm dev:extension
 
 Open [http://localhost:3000](http://localhost:3000).
 
-For a persistent database-backed setup, copy `.env.example` to `.env.local`, fill in Supabase/OpenAI values as needed, and apply the SQL migrations under `supabase/migrations/`.
+Without Supabase, saved local data is written to `local_workspace/applypilot-store.json`.
+For a database-backed setup, copy `.env.example` to `.env.local`, fill in Supabase/OpenAI values as needed, and apply the SQL migrations under `supabase/migrations/`.
 
 ## Verification
 
 ```bash
-pnpm test    # 21 tests covering scoring, KB parsing/retrieval, workflow prep, tracker sync, store behavior
+pnpm test    # 22 tests covering scoring, KB parsing/retrieval, workflow prep, tracker sync, store behavior
 pnpm build   # production build for all workspace packages
 pnpm lint    # typecheck and lint
 ```
 
-The current portfolio packaging lives on `codex/application-workflow-v0-new`.
-
 ## Privacy Boundary
 
 Commit only sanitized, reusable material under `knowledge_base/`. Keep private recruiter details, interview schedules, exact compensation expectations, personal documents, local resume paths, and sensitive application notes under `local_workspace/knowledge_base_private/`.
 
-`local_workspace/` is ignored by Git.
+`local_workspace/` is ignored by Git, including the fallback store at `local_workspace/applypilot-store.json`.
 
 ## Project Status
 
-This is a complete portfolio-ready V0 of the knowledge-backed job-search workflow:
+This is a portfolio-ready slice of the knowledge-backed job-search workflow:
 
 - Match saved jobs.
 - Retrieve resume evidence and career-story assets.
diff --git a/apps/extension/src/content/linkedin.ts b/apps/extension/src/content/linkedin.ts
index b070bdc..426106d 100644
--- a/apps/extension/src/content/linkedin.ts
+++ b/apps/extension/src/content/linkedin.ts
@@ -6,18 +6,26 @@ type BootstrapPayload = {
   summary: {
     dailyTarget: number;
   };
-  profile: {
-    fullName: string;
-    phone: string;
-    email: string;
-    location: string;
-  } | null;
-  preference?: {
-    regions?: string[];
-    minSalary?: number;
-    salaryCurrency?: string;
-  } | null;
-};
+	  profile: {
+	    fullName: string;
+	    phone: string;
+	    email: string;
+	    location: string;
+	    yearsExperience?: number;
+	  } | null;
+	  preference?: {
+	    targetRoles?: string[];
+	    regions?: string[];
+	    minSalary?: number;
+	    salaryCurrency?: string;
+	    applicationSalaryAmount?: number;
+	    yearsExperienceOverride?: number | null;
+	    noticePeriodWeeks?: number | null;
+	    workAuthorization?: 'yes' | 'no' | 'unknown';
+	    requiresVisaSponsorship?: 'yes' | 'no' | 'unknown';
+	    willingToRelocate?: 'yes' | 'no' | 'unknown';
+	  } | null;
+	};
 
 const sleep = (ms: number) => new Promise((resolve) => setTimeout(resolve, ms));
 
@@ -1152,22 +1160,44 @@ const getPreferredLocationValue = ({
   );
 
 const getPreferredSalaryValue = (preference?: BootstrapPayload['preference'] | null) => {
-  if (!preference?.minSalary || preference.minSalary <= 0) {
-    return '';
+  if (preference?.applicationSalaryAmount && preference.applicationSalaryAmount > 0) {
+    return String(preference.applicationSalaryAmount);
   }
 
-  const monthly = Math.max(1, Math.round(preference.minSalary / 12));
-  return String(monthly);
+  if (preference?.minSalary && preference.minSalary > 0) {
+    return String(Math.max(1, Math.round(preference.minSalary / 12)));
+  }
+
+  return '';
+};
+
+const getPreferredYearsValue = (
+  preference?: BootstrapPayload['preference'] | null,
+  profile?: BootstrapPayload['profile'],
+) => {
+  const years = preference?.yearsExperienceOverride ?? profile?.yearsExperience ?? null;
+
+  return typeof years === 'number' && Number.isFinite(years) && years > 0 ? String(years) : '';
+};
+
+const getNoticePeriodValue = (preference?: BootstrapPayload['preference'] | null) => {
+  const weeks = preference?.noticePeriodWeeks;
+
+  return typeof weeks === 'number' && Number.isFinite(weeks) && weeks >= 0 ? String(weeks) : '';
 };
 
-const inferYearsAnswer = (context: string) => {
+const inferYearsAnswer = (
+  context: string,
+  preference?: BootstrapPayload['preference'] | null,
+  profile?: BootstrapPayload['profile'],
+) => {
   const normalized = normalizeToken(context);
 
   if (!/(years|experience|经验|多久)/.test(normalized)) {
     return '';
   }
 
-  return '8';
+  return getPreferredYearsValue(preference, profile);
 };
 
 const looksLikeSuspiciousFullName = (value: string) =>
@@ -1223,7 +1253,7 @@ const fillKnownTextFields = ({
       continue;
     }
 
-    const inferredYears = inferYearsAnswer(context);
+    const inferredYears = inferYearsAnswer(context, preference, profile);
     if (inferredYears && /^(number|text|tel|search|url|email)?$/i.test(control.type || 'text')) {
       setFieldValue(control, inferredYears);
     }
@@ -1290,7 +1320,13 @@ const getRadioLabelText = (radio: HTMLInputElement) =>
     ),
   );
 
-const chooseRadioCandidate = (radios: HTMLInputElement[]) => {
+const choiceTokens = (value?: 'yes' | 'no' | 'unknown') =>
+  value === 'yes' || value === 'no' ? [value] : [];
+
+const chooseRadioCandidate = (
+  radios: HTMLInputElement[],
+  preference?: BootstrapPayload['preference'] | null,
+) => {
   const questionText = normalizeToken(
     firstNonEmpty(
       textOf(radios[0]?.closest('fieldset')),
@@ -1299,12 +1335,20 @@ const chooseRadioCandidate = (radios: HTMLInputElement[]) => {
     ),
   );
 
-  const preferredTokens = /sponsor|sponsorship|visa|work authorization|work authorisation/.test(questionText)
-    ? ['no']
-    : /degree|education|bachelor|master|phd|completed|complete the following level/.test(questionText)
+  const preferredTokens = /sponsor|sponsorship|visa/.test(questionText)
+    ? choiceTokens(preference?.requiresVisaSponsorship)
+    : /work authorization|work authorisation|authorized to work|authorised to work/.test(questionText)
+      ? choiceTokens(preference?.workAuthorization)
+      : /relocat|willing to move/.test(questionText)
+        ? choiceTokens(preference?.willingToRelocate)
+        : /degree|education|bachelor|master|phd|completed|complete the following level/.test(questionText)
       ? ['yes']
       : ['yes', 'no'];
 
+  if (preferredTokens.length === 0) {
+    return null;
+  }
+
   for (const token of preferredTokens) {
     const candidate = radios.find((radio) => new RegExp(`\\b${token}\\b`).test(getRadioLabelText(radio)));
     if (candidate) {
@@ -1339,6 +1383,7 @@ const getFallbackFieldValue = ({
   const context = getFieldContextText(element);
   const preferredLocation = getPreferredLocationValue({ profile, preference, jobLocation });
   const preferredSalary = getPreferredSalaryValue(preference);
+  const noticePeriod = getNoticePeriodValue(preference);
 
   if (/email/.test(context) && profile?.email) {
     return profile.email;
@@ -1353,22 +1398,22 @@ const getFallbackFieldValue = ({
   }
 
   if (/salary|compensation|pay|薪资|薪酬/.test(context)) {
-    return preferredSalary || '10000';
+    return preferredSalary;
   }
 
   if (/notice/.test(context)) {
-    return '2';
+    return noticePeriod;
   }
 
   if (/(years|experience|经验|多久)/.test(context)) {
-    return '8';
+    return inferYearsAnswer(context, preference, profile);
   }
 
   if (element instanceof HTMLInputElement && element.type === 'number') {
-    return '1';
+    return '';
   }
 
-  return '1';
+  return '';
 };
 
 const answerKnockoutQuestions = ({
@@ -1392,15 +1437,28 @@ const answerKnockoutQuestions = ({
   }
 
   const dialog = getEasyApplyDialog() ?? document;
+  const preferredYears = Number(getPreferredYearsValue(preference, profile));
   const requiredGroups = Array.from(dialog.querySelectorAll('fieldset')).filter((fieldset) =>
     isVisible(fieldset) &&
-    fieldset.textContent?.toLowerCase().includes('years'),
+    fieldset.textContent?.toLowerCase().includes('years') &&
+    Number.isFinite(preferredYears) &&
+    preferredYears > 0,
   );
 
   requiredGroups.forEach((group) => {
-    const preferred = group.querySelector<HTMLInputElement>(
-      'input[type="radio"][value*="5"], input[type="radio"][value*="10"]',
-    );
+    const preferred =
+      Array.from(group.querySelectorAll<HTMLInputElement>('input[type="radio"]'))
+        .map((radio) => {
+          const label = getRadioLabelText(radio);
+          const numericValue = Number(label.match(/\d+/)?.[0] ?? radio.value.match(/\d+/)?.[0] ?? NaN);
+          return {
+            radio,
+            numericValue,
+          };
+        })
+        .filter((candidate) => Number.isFinite(candidate.numericValue) && candidate.numericValue <= preferredYears)
+        .sort((left, right) => right.numericValue - left.numericValue)[0]?.radio ?? null;
+
     preferred?.click();
   });
 
@@ -1409,7 +1467,7 @@ const answerKnockoutQuestions = ({
       return;
     }
 
-    const candidate = chooseRadioCandidate(radios);
+    const candidate = chooseRadioCandidate(radios, preference);
     candidate?.click();
   });
 
@@ -1422,7 +1480,7 @@ const answerKnockoutQuestions = ({
       return;
     }
 
-    const inferredYears = inferYearsAnswer(getFieldContextText(element));
+    const inferredYears = inferYearsAnswer(getFieldContextText(element), preference, profile);
     if (inferredYears) {
       setFieldValue(element, inferredYears);
     }
diff --git a/apps/extension/src/content/mycareersfuture.ts b/apps/extension/src/content/mycareersfuture.ts
index a3081f3..2146907 100644
--- a/apps/extension/src/content/mycareersfuture.ts
+++ b/apps/extension/src/content/mycareersfuture.ts
@@ -13,18 +13,26 @@ type BootstrapPayload = {
   summary: {
     dailyTarget: number;
   };
-  profile: {
-    fullName: string;
-    phone: string;
-    email: string;
-    location: string;
-  } | null;
-  preference?: {
-    regions?: string[];
-    minSalary?: number;
-    salaryCurrency?: string;
-  } | null;
-};
+	  profile: {
+	    fullName: string;
+	    phone: string;
+	    email: string;
+	    location: string;
+	    yearsExperience?: number;
+	  } | null;
+	  preference?: {
+	    targetRoles?: string[];
+	    regions?: string[];
+	    minSalary?: number;
+	    salaryCurrency?: string;
+	    applicationSalaryAmount?: number;
+	    yearsExperienceOverride?: number | null;
+	    noticePeriodWeeks?: number | null;
+	    workAuthorization?: 'yes' | 'no' | 'unknown';
+	    requiresVisaSponsorship?: 'yes' | 'no' | 'unknown';
+	    willingToRelocate?: 'yes' | 'no' | 'unknown';
+	  } | null;
+	};
 
 const sleep = (ms: number) => new Promise((resolve) => setTimeout(resolve, ms));
 
@@ -238,41 +246,63 @@ const getPreferredLocationValue = ({
   profile: BootstrapPayload['profile'];
   preference?: BootstrapPayload['preference'] | null;
   jobLocation: string;
-}) =>
-  firstNonEmpty(
-    preference?.regions?.[0],
-    jobLocation,
-    profile?.location,
-    'Singapore',
-  );
+	}) =>
+	  firstNonEmpty(
+	    preference?.regions?.[0],
+	    jobLocation,
+	    profile?.location,
+	  );
 
 const getPreferredSalaryValue = (preference?: BootstrapPayload['preference'] | null) => {
-  if (typeof preference?.minSalary === 'number') {
+  if (preference?.applicationSalaryAmount && preference.applicationSalaryAmount > 0) {
+    return String(preference.applicationSalaryAmount);
+  }
+
+  if (preference?.minSalary && preference.minSalary > 0) {
     return String(preference.minSalary);
   }
 
-  return '10000';
+  return '';
 };
 
-const inferYearsAnswer = (context: string) => {
+const getPreferredYearsValue = (
+  preference?: BootstrapPayload['preference'] | null,
+  profile?: BootstrapPayload['profile'],
+) => {
+  const years = preference?.yearsExperienceOverride ?? profile?.yearsExperience ?? null;
+
+  return typeof years === 'number' && Number.isFinite(years) && years > 0 ? String(years) : '';
+};
+
+const getNoticePeriodValue = (preference?: BootstrapPayload['preference'] | null) => {
+  const weeks = preference?.noticePeriodWeeks;
+
+  return typeof weeks === 'number' && Number.isFinite(weeks) && weeks >= 0 ? String(weeks) : '';
+};
+
+const inferYearsAnswer = (
+  context: string,
+  preference?: BootstrapPayload['preference'] | null,
+  profile?: BootstrapPayload['profile'],
+) => {
   const normalized = normalizeToken(context);
   if (!normalized) {
     return '';
   }
 
   if (/notice period/.test(normalized)) {
-    return '2';
+    return getNoticePeriodValue(preference);
   }
 
   if (/salary|pay|compensation/.test(normalized)) {
-    return '10000';
+    return getPreferredSalaryValue(preference);
   }
 
   if (/year|experience/.test(normalized)) {
-    return '5';
+    return getPreferredYearsValue(preference, profile);
   }
 
-  return '1';
+  return '';
 };
 
 const fillKnownTextFields = ({
@@ -351,7 +381,13 @@ const getRadioLabelText = (radio: HTMLInputElement) =>
     ),
   );
 
-const chooseRadioCandidate = (radios: HTMLInputElement[]) => {
+const choiceTokens = (value?: 'yes' | 'no' | 'unknown') =>
+  value === 'yes' || value === 'no' ? [value] : [];
+
+const chooseRadioCandidate = (
+  radios: HTMLInputElement[],
+  preference?: BootstrapPayload['preference'] | null,
+) => {
   const questionText = normalizeToken(
     firstNonEmpty(
       textOf(radios[0]?.closest('fieldset')),
@@ -360,11 +396,19 @@ const chooseRadioCandidate = (radios: HTMLInputElement[]) => {
     ),
   );
 
-  const preferredTokens = /sponsor|sponsorship|visa|work authorization|work authorisation/.test(questionText)
-    ? ['no']
-    : /comfortable|onsite|on-site|willing|degree|education|completed/.test(questionText)
-      ? ['yes', 'no']
-      : ['yes', 'no'];
+  const preferredTokens = /sponsor|sponsorship|visa/.test(questionText)
+    ? choiceTokens(preference?.requiresVisaSponsorship)
+    : /work authorization|work authorisation|authorized to work|authorised to work/.test(questionText)
+      ? choiceTokens(preference?.workAuthorization)
+      : /relocat|willing to move/.test(questionText)
+        ? choiceTokens(preference?.willingToRelocate)
+        : /comfortable|onsite|on-site|willing|degree|education|completed/.test(questionText)
+          ? ['yes', 'no']
+          : ['yes', 'no'];
+
+  if (preferredTokens.length === 0) {
+    return null;
+  }
 
   for (const token of preferredTokens) {
     const candidate = radios.find((radio) => new RegExp(`\\b${token}\\b`).test(getRadioLabelText(radio)));
@@ -376,7 +420,13 @@ const chooseRadioCandidate = (radios: HTMLInputElement[]) => {
   return radios[0] ?? null;
 };
 
-const answerQuestions = () => {
+const answerQuestions = ({
+  profile,
+  preference,
+}: {
+  profile: BootstrapPayload['profile'];
+  preference?: BootstrapPayload['preference'] | null;
+}) => {
   const controls = getFormControls();
 
   controls.forEach((element) => {
@@ -391,7 +441,7 @@ const answerQuestions = () => {
       return;
     }
 
-    const candidate = chooseRadioCandidate(radios);
+    const candidate = chooseRadioCandidate(radios, preference);
     candidate?.click();
   });
 
@@ -404,13 +454,17 @@ const answerQuestions = () => {
       return;
     }
 
-    const inferred = inferYearsAnswer(getFieldContextText(element));
+    const inferred = inferYearsAnswer(getFieldContextText(element), preference, profile);
     if (inferred) {
       setFieldValue(element, inferred);
     }
   });
 
-  return controls.every((element) => {
+  const unresolvedRequiredRadioGroups = getRadioGroups().filter(
+    (radios) => radios.some((radio) => isRequiredControl(radio)) && !radios.some((radio) => radio.checked),
+  );
+
+  return unresolvedRequiredRadioGroups.length === 0 && controls.every((element) => {
     if (!isRequiredControl(element)) {
       return true;
     }
@@ -434,7 +488,7 @@ const fillCurrentStep = ({
 }) => {
   fillStandardFields(profile);
   fillKnownTextFields({ profile, preference, jobLocation });
-  return answerQuestions();
+  return answerQuestions({ profile, preference });
 };
 
 const uploadResumeIfNeeded = async ({
diff --git a/apps/extension/src/manifest.ts b/apps/extension/src/manifest.ts
index ce33e07..4c5c291 100644
--- a/apps/extension/src/manifest.ts
+++ b/apps/extension/src/manifest.ts
@@ -5,11 +5,10 @@ export default defineManifest({
   name: 'ApplyPilot',
   version: '0.1.0',
   description: 'Job application copilot for LinkedIn and MyCareersFuture',
-  permissions: ['storage', 'tabs', 'activeTab', 'scripting', 'cookies'],
+  permissions: ['storage', 'tabs', 'activeTab', 'scripting'],
   host_permissions: [
     'https://www.linkedin.com/*',
     'https://www.mycareersfuture.gov.sg/*',
-    'https://agent.tinyfish.ai/*',
     'http://localhost:3000/*',
   ],
   background: {
diff --git a/apps/extension/src/popup/popup.tsx b/apps/extension/src/popup/popup.tsx
index 64cb107..5335f3d 100644
--- a/apps/extension/src/popup/popup.tsx
+++ b/apps/extension/src/popup/popup.tsx
@@ -2,7 +2,6 @@ import { useEffect, useState } from 'react';
 
 import { extensionEnv } from '../shared/env';
 import type { ExtensionMessage, PopupState } from '../shared/messages';
-import { getTinyFishApiKey, saveTinyFishApiKey } from '../tinyfish/client';
 
 const defaultState: PopupState = {
   runStatus: 'idle',
@@ -25,8 +24,6 @@ export function PopupApp() {
   const [extensionState, setExtensionState] = useState<PopupState>(defaultState);
   const [summary, setSummary] = useState<DashboardSummary['summary'] | null>(null);
   const [targetCount, setTargetCount] = useState(10);
-  const [tinyFishApiKey, setTinyFishApiKey] = useState('');
-  const [tinyFishSaved, setTinyFishSaved] = useState(false);
   const [error, setError] = useState('');
 
   useEffect(() => {
@@ -47,14 +44,6 @@ export function PopupApp() {
       } catch {
         setError('Dashboard API is unavailable.');
       }
-
-      try {
-        const savedApiKey = await getTinyFishApiKey();
-        setTinyFishApiKey(savedApiKey);
-        setTinyFishSaved(true);
-      } catch {
-        setTinyFishSaved(false);
-      }
     };
 
     void bootstrap();
@@ -126,17 +115,6 @@ export function PopupApp() {
     }
   };
 
-  const saveTinyFishKey = async () => {
-    setError('');
-    try {
-      await saveTinyFishApiKey(tinyFishApiKey);
-      setTinyFishSaved(true);
-    } catch (error) {
-      setTinyFishSaved(false);
-      setError(error instanceof Error ? error.message : 'Could not save the TinyFish API key.');
-    }
-  };
-
   return (
     <div className="popup-root">
       <div className="hero">
@@ -174,25 +152,6 @@ export function PopupApp() {
         />
       </label>
 
-      <label className="popup-field">
-        <span>TinyFish API key</span>
-        <input
-          onChange={(event) => {
-            setTinyFishApiKey(event.target.value);
-            setTinyFishSaved(false);
-          }}
-          placeholder="Paste your TinyFish key"
-          type="password"
-          value={tinyFishApiKey}
-        />
-      </label>
-
-      <div className="actions">
-        <button className="secondary" onClick={saveTinyFishKey} type="button">
-          {tinyFishSaved ? 'Saved' : 'Save TinyFish key'}
-        </button>
-      </div>
-
       <div className="actions">
         <button className="primary" onClick={startRun} type="button">
           Start run
diff --git a/apps/extension/src/tinyfish/auto-apply.ts b/apps/extension/src/tinyfish/auto-apply.ts
deleted file mode 100644
index f7cdb10..0000000
--- a/apps/extension/src/tinyfish/auto-apply.ts
+++ /dev/null
@@ -1,83 +0,0 @@
-import type { CandidateProfile } from '@applypilot/domain';
-
-import type { WorkerJobPlan } from '../shared/messages';
-
-import { runAgent } from './client';
-
-type TinyFishApplyData = {
-  submitted?: boolean;
-  needsReview?: boolean;
-  confirmationText?: string;
-  reason?: string;
-};
-
-export const applyToLinkedInJob = async ({
-  entryUrl,
-  plan,
-  profile,
-  session,
-}: {
-  entryUrl: string;
-  plan: WorkerJobPlan;
-  profile: CandidateProfile;
-  session: string;
-}, onProgress?: (step: number, message: string) => void | Promise<void>) => {
-  const experienceYears = Number.isFinite(profile.yearsExperience) ? profile.yearsExperience : 0;
-  const resumeUrl = plan.resumeUploadUrl ?? plan.tailoredResumeUrl ?? null;
-
-  return runAgent<TinyFishApplyData>(
-    {
-      url: entryUrl,
-      session,
-      goal: `
-        Apply to exactly one LinkedIn job posting.
-
-        Job context:
-        - Start page URL: ${entryUrl}
-        - Job URL: ${plan.job.url}
-
-        Follow these steps exactly:
-        1. Open the exact start page URL above first. This page is the live LinkedIn page the user is already on and may expose the correct Easy Apply button.
-        2. Stay focused on the single selected job that matches the canonical Job URL above.
-        3. If the start page already shows a visible "Easy Apply" / "快速申请" button for the selected job, click it there.
-        4. Only if the start page cannot open the application flow, navigate to the canonical Job URL above and try again.
-        5. Stay focused on this single application only. Do not open or inspect other jobs.
-        6. Complete standard contact fields using:
-           - Full name: ${profile.fullName || ''}
-           - Email: ${profile.email || ''}
-           - Phone: ${profile.phone || ''}
-           - Current location: ${profile.location || ''}
-           - Years of experience: ${experienceYears}
-        7. If LinkedIn already has an existing resume selected, keep it.
-        8. If LinkedIn asks for a resume upload and no existing resume is selected, upload this file: ${resumeUrl ?? 'NO_RESUME_UPLOAD_URL_AVAILABLE'}
-        9. For common screening questions, answer conservatively:
-           - Authorized to work in Singapore: Yes
-           - Require visa sponsorship now or in future: No
-           - Willing to relocate: ${profile.location.toLowerCase().includes('singapore') ? 'Yes' : 'No'}
-           - Any numeric years-of-experience question: ${Math.max(experienceYears, 1)}
-        10. Keep clicking the primary action until the flow reaches review and then submit.
-        11. If you encounter a long essay question, a tricky free-form question, or anything ambiguous, stop and return needsReview=true instead of guessing.
-        12. If LinkedIn forces a sign-in page or blocks access to the application form, return needsReview=true with a reason that the execution environment is not authenticated.
-        13. Confirm whether the application was submitted successfully and capture the confirmation text if visible.
-
-        Return a JSON object:
-        {
-          "submitted": boolean,
-          "needsReview": boolean,
-          "confirmationText": string,
-          "reason": string
-        }
-      `,
-      extract: {
-        format: 'json',
-        schema: {
-          submitted: 'boolean',
-          needsReview: 'boolean',
-          confirmationText: 'string',
-          reason: 'string',
-        },
-      },
-    },
-    onProgress,
-  );
-};
diff --git a/apps/extension/src/tinyfish/client.ts b/apps/extension/src/tinyfish/client.ts
deleted file mode 100644
index eff9a7e..0000000
--- a/apps/extension/src/tinyfish/client.ts
+++ /dev/null
@@ -1,163 +0,0 @@
-const TINYFISH_BASE_URL = 'https://agent.tinyfish.ai/v1';
-const TINYFISH_API_KEY_STORAGE_KEY = 'tinyfishApiKey';
-
-export type TinyFishStepEvent = {
-  type: string;
-  step_number?: number;
-  description?: string;
-  [key: string]: unknown;
-};
-
-export type TinyFishRunResult<TData = unknown> = {
-  success: boolean;
-  data: TData | null;
-  screenshotUrl: string | null;
-  error: string | null;
-  steps: TinyFishStepEvent[];
-};
-
-export type TinyFishRunParams = {
-  url: string;
-  goal: string;
-  session?: string | null;
-  extract?: Record<string, unknown>;
-};
-
-const getStorageValue = async <T>(key: string) => {
-  const items = await chrome.storage.local.get(key);
-  return (items[key] as T | undefined) ?? null;
-};
-
-export const getTinyFishApiKey = async () => {
-  const apiKey = await getStorageValue<string>(TINYFISH_API_KEY_STORAGE_KEY);
-  if (!apiKey) {
-    throw new Error('TinyFish API key is missing. Save it in the popup before starting a run.');
-  }
-
-  return apiKey;
-};
-
-export const hasTinyFishApiKey = async () => Boolean(await getStorageValue<string>(TINYFISH_API_KEY_STORAGE_KEY));
-
-export const saveTinyFishApiKey = async (apiKey: string) => {
-  const trimmedApiKey = apiKey.trim();
-  await chrome.storage.local.set({
-    [TINYFISH_API_KEY_STORAGE_KEY]: trimmedApiKey,
-  });
-  return trimmedApiKey;
-};
-
-export class TinyFishError extends Error {
-  statusCode: number;
-
-  constructor(statusCode: number, message: string) {
-    super(message);
-    this.name = 'TinyFishError';
-    this.statusCode = statusCode;
-  }
-}
-
-const parseSseStream = async <TData>(
-  readableStream: ReadableStream<Uint8Array>,
-  onProgress?: (step: number, message: string) => void | Promise<void>,
-) => {
-  const reader = readableStream.getReader();
-  const decoder = new TextDecoder();
-  let buffer = '';
-  const result: TinyFishRunResult<TData> = {
-    success: false,
-    data: null,
-    screenshotUrl: null,
-    error: null,
-    steps: [],
-  };
-
-  while (true) {
-    const { done, value } = await reader.read();
-    if (done) {
-      break;
-    }
-
-    buffer += decoder.decode(value, {
-      stream: true,
-    });
-
-    const lines = buffer.split('\n');
-    buffer = lines.pop() ?? '';
-
-    for (const line of lines) {
-      if (!line.startsWith('data: ')) {
-        continue;
-      }
-
-      const rawPayload = line.slice(6).trim();
-      if (!rawPayload || rawPayload === '[DONE]') {
-        continue;
-      }
-
-      try {
-        const event = JSON.parse(rawPayload) as TinyFishStepEvent & {
-          success?: boolean;
-          extracted_data?: TData;
-          screenshot_url?: string;
-          error?: string;
-        };
-        result.steps.push(event);
-
-        if (event.type === 'step' && typeof event.step_number === 'number' && event.description) {
-          await onProgress?.(event.step_number, event.description);
-        }
-
-        if (event.type === 'complete') {
-          result.success = Boolean(event.success);
-          result.data = (event.extracted_data ?? null) as TData | null;
-          result.screenshotUrl = typeof event.screenshot_url === 'string' ? event.screenshot_url : null;
-          result.error = typeof event.error === 'string' ? event.error : null;
-        }
-      } catch {
-        // Ignore non-JSON lines or heartbeat events.
-      }
-    }
-  }
-
-  return result;
-};
-
-export const runAgent = async <TData = unknown>(
-  params: TinyFishRunParams,
-  onProgress?: (step: number, message: string) => void | Promise<void>,
-) => {
-  const apiKey = await getTinyFishApiKey();
-  const body = {
-    url: params.url,
-    goal: params.goal,
-    ...(params.session ? { session: params.session } : {}),
-    ...(params.extract ? { extract: params.extract } : {}),
-  };
-
-  const response = await fetch(`${TINYFISH_BASE_URL}/automation/run-sse`, {
-    method: 'POST',
-    headers: {
-      'Content-Type': 'application/json',
-      'X-API-Key': apiKey,
-    },
-    body: JSON.stringify(body),
-  });
-
-  if (!response.ok) {
-    const payload = (await response.json().catch(() => ({}))) as {
-      message?: string;
-      error?: string;
-    };
-    throw new TinyFishError(
-      response.status,
-      payload.message ?? payload.error ?? `TinyFish request failed with status ${response.status}.`,
-    );
-  }
-
-  if (!response.body) {
-    throw new TinyFishError(response.status, 'TinyFish returned an empty response body.');
-  }
-
-  return parseSseStream<TData>(response.body, onProgress);
-};
diff --git a/apps/extension/src/tinyfish/orchestrator.ts b/apps/extension/src/tinyfish/orchestrator.ts
deleted file mode 100644
index bdd4ed3..0000000
--- a/apps/extension/src/tinyfish/orchestrator.ts
+++ /dev/null
@@ -1,155 +0,0 @@
-import type { CandidateProfile, JobPosting, JobPreference } from '@applypilot/domain';
-
-import type { PopupState, WorkerJobPlan } from '../shared/messages';
-
-import { applyToLinkedInJob } from './auto-apply';
-import { getLinkedInSession } from './session';
-
-type DashboardBootstrap = {
-  profile: CandidateProfile | null;
-  preference: JobPreference | null;
-  summary: {
-    todaySubmitted: number;
-    pendingReviewCount: number;
-  };
-};
-
-type RunStartResponse = {
-  run: { id: string };
-  plans: WorkerJobPlan[];
-};
-
-type ApiRequest = <T>(
-  path: string,
-  init?: {
-    method?: 'GET' | 'POST' | 'PUT' | 'PATCH';
-    body?: unknown;
-  },
-) => Promise<T>;
-
-type UpdateState = (patch: Partial<PopupState>) => Promise<unknown> | unknown;
-
-const toReviewReason = (message: string) => message.trim() || 'TinyFish requested manual review.';
-const trimProgressMessage = (message: string, maxLength = 180) =>
-  message.length <= maxLength ? message : `${message.slice(0, maxLength - 1)}…`;
-const isTinyFishAuthBarrier = (message: string) =>
-  /login wall|login requirement|requires a linkedin account|requires a user account|no credentials were provided|no credentials were provided or available in the vault|execution environment is not authenticated|sign in|sign-in page|sign-up page|log in/i.test(
-    message,
-  );
-
-export const runLinkedInTinyFishSingleApply = async ({
-  job,
-  entryUrl,
-  apiRequest,
-  updateState,
-}: {
-  job: JobPosting;
-  entryUrl: string;
-  apiRequest: ApiRequest;
-  updateState: UpdateState;
-}) => {
-  await updateState({
-    runStatus: 'running',
-    pendingReviewCount: 0,
-    recentResult: 'Checking your LinkedIn session for TinyFish...',
-  });
-
-  const session = await getLinkedInSession();
-  if (!session) {
-    throw new Error('LinkedIn session not found. Sign in to LinkedIn in this browser first.');
-  }
-
-  const dashboard = await apiRequest<DashboardBootstrap>('/api/dashboard/summary');
-  if (!dashboard.profile) {
-    throw new Error('Upload a resume and parse your profile before starting the TinyFish demo.');
-  }
-
-  await updateState({
-    runStatus: 'running',
-    recentResult: `Creating a run plan for ${job.title}...`,
-  });
-
-  const runPayload = await apiRequest<RunStartResponse>('/api/runs/start', {
-    method: 'POST',
-    body: {
-      source: 'linkedin',
-      targetCount: 1,
-      jobs: [job],
-    },
-  });
-  const plan = runPayload.plans[0];
-
-  if (!plan) {
-    throw new Error('The server did not return a LinkedIn run plan.');
-  }
-
-  await updateState({
-    activeRunId: runPayload.run.id,
-    runStatus: 'running',
-    recentResult: `TinyFish is opening ${plan.job.title} at ${plan.job.company}...`,
-  });
-
-  const result = await applyToLinkedInJob(
-    {
-      entryUrl,
-      plan,
-      profile: dashboard.profile,
-      session,
-    },
-    async (step, message) => {
-      await updateState({
-        runStatus: 'running',
-        activeRunId: runPayload.run.id,
-        recentResult: `TinyFish step ${step}: ${trimProgressMessage(message)}`,
-      });
-    },
-  );
-
-  if (!result.success || result.data?.needsReview) {
-    const reviewReason = toReviewReason(
-      result.data?.reason ?? result.error ?? 'TinyFish stopped before submitting the application.',
-    );
-
-    if (isTinyFishAuthBarrier(reviewReason)) {
-      throw new Error(`TINYFISH_LOGIN_WALL:${reviewReason}`);
-    }
-
-    await apiRequest(`/api/applications/${plan.attempt.id}/review`, {
-      method: 'POST',
-      body: {
-        reason: reviewReason,
-      },
-    });
-
-    const refreshedDashboard = await apiRequest<DashboardBootstrap>('/api/dashboard/summary');
-    await updateState({
-      activeRunId: null,
-      runStatus: 'failed',
-      pendingReviewCount: refreshedDashboard.summary.pendingReviewCount,
-      recentResult: reviewReason,
-    });
-    return;
-  }
-
-  if (!result.data?.submitted) {
-    throw new Error(result.error ?? 'TinyFish did not confirm that the LinkedIn application was submitted.');
-  }
-
-  await apiRequest(`/api/applications/${plan.attempt.id}/status`, {
-    method: 'PATCH',
-    body: {
-      status: 'submitted',
-    },
-  });
-
-  const refreshedDashboard = await apiRequest<DashboardBootstrap>('/api/dashboard/summary');
-  await updateState({
-    activeRunId: null,
-    runStatus: 'completed',
-    dailySubmitted: refreshedDashboard.summary.todaySubmitted,
-    pendingReviewCount: refreshedDashboard.summary.pendingReviewCount,
-    recentResult:
-      result.data.confirmationText?.trim() ||
-      `Submitted ${plan.job.title} at ${plan.job.company} with TinyFish.`,
-  });
-};
diff --git a/apps/extension/src/tinyfish/session.ts b/apps/extension/src/tinyfish/session.ts
deleted file mode 100644
index 33ac680..0000000
--- a/apps/extension/src/tinyfish/session.ts
+++ /dev/null
@@ -1,71 +0,0 @@
-type SerializableCookie = {
-  name: string;
-  value: string;
-  domain: string;
-  path?: string;
-  secure?: boolean;
-  httpOnly?: boolean;
-};
-
-const isCookieExpired = (cookie: chrome.cookies.Cookie) => {
-  if (!cookie.expirationDate) {
-    return false;
-  }
-
-  return cookie.expirationDate * 1000 < Date.now();
-};
-
-const encodeSessionCookies = (cookies: SerializableCookie[]) =>
-  btoa(
-    JSON.stringify({
-      cookies,
-    }),
-  );
-
-const getAllCookies = (domain: string) =>
-  new Promise<chrome.cookies.Cookie[]>((resolve) => {
-    chrome.cookies.getAll(
-      {
-        domain,
-      },
-      (cookies) => {
-        resolve(cookies ?? []);
-      },
-    );
-  });
-
-const serializeCookies = (cookies: chrome.cookies.Cookie[]) =>
-  cookies.map(
-    (cookie): SerializableCookie => ({
-      name: cookie.name,
-      value: cookie.value,
-      domain: cookie.domain,
-      path: cookie.path,
-      secure: cookie.secure,
-      httpOnly: cookie.httpOnly,
-    }),
-  );
-
-const extractSessionCookies = async (domain: string) => {
-  const cookies = await getAllCookies(domain);
-  const validCookies = cookies.filter((cookie) => !isCookieExpired(cookie));
-
-  if (validCookies.length === 0) {
-    return null;
-  }
-
-  const authCookie = validCookies.find((cookie) => cookie.name === 'li_at');
-  if (!authCookie) {
-    return null;
-  }
-
-  const rankedCookies = [...validCookies].sort((left, right) => {
-    const leftPriority = left.name === 'li_at' ? 10 : left.name === 'JSESSIONID' ? 9 : 0;
-    const rightPriority = right.name === 'li_at' ? 10 : right.name === 'JSESSIONID' ? 9 : 0;
-    return rightPriority - leftPriority;
-  });
-
-  return encodeSessionCookies(serializeCookies(rankedCookies));
-};
-
-export const getLinkedInSession = async () => extractSessionCookies('linkedin.com');
diff --git a/apps/web/src/app/(dashboard)/applications/[id]/page.tsx b/apps/web/src/app/(dashboard)/applications/[id]/page.tsx
index 04d61a9..013bc28 100644
--- a/apps/web/src/app/(dashboard)/applications/[id]/page.tsx
+++ b/apps/web/src/app/(dashboard)/applications/[id]/page.tsx
@@ -91,7 +91,7 @@ export default async function ApplicationDetailPage({
 
       {workflow ? (
         <SectionCard
-          description={`${workflow.score.overall}% V0 match. ${workflow.score.recommendedAction} recommended by the current scoring model.`}
+          description={`${workflow.score.overall}% match. ${workflow.score.recommendedAction} recommended by the current scoring model.`}
           eyebrow="Workflow"
           title="Application checklist"
         >
diff --git a/apps/web/src/components/manual-job-form.tsx b/apps/web/src/components/manual-job-form.tsx
index 3334288..4d608f6 100644
--- a/apps/web/src/components/manual-job-form.tsx
+++ b/apps/web/src/components/manual-job-form.tsx
@@ -9,7 +9,7 @@ export function ManualJobForm() {
     source: 'linkedin',
     title: '',
     company: '',
-    location: 'Singapore',
+    location: '',
     salaryText: '',
     employmentType: '',
     url: '',
@@ -50,7 +50,7 @@ export function ManualJobForm() {
       source: formState.source,
       title: '',
       company: '',
-      location: 'Singapore',
+      location: '',
       salaryText: '',
       employmentType: '',
       url: '',
diff --git a/apps/web/src/components/preferences-form.tsx b/apps/web/src/components/preferences-form.tsx
index 92e29b5..945523b 100644
--- a/apps/web/src/components/preferences-form.tsx
+++ b/apps/web/src/components/preferences-form.tsx
@@ -12,11 +12,18 @@ type PreferencesFormProps = {
 export function PreferencesForm({ preference }: PreferencesFormProps) {
   const router = useRouter();
   const [formState, setFormState] = useState({
+    targetRoles: preference?.targetRoles.join(', ') ?? '',
     keywords: preference?.keywords.join(', ') ?? '',
     industries: preference?.industries.join(', ') ?? '',
     regions: preference?.regions.join(', ') ?? '',
     minSalary: String(preference?.minSalary ?? 120000),
-    salaryCurrency: preference?.salaryCurrency ?? 'SGD',
+    salaryCurrency: preference?.salaryCurrency ?? 'USD',
+    applicationSalaryAmount: String(preference?.applicationSalaryAmount ?? 0),
+    yearsExperienceOverride: String(preference?.yearsExperienceOverride ?? ''),
+    noticePeriodWeeks: String(preference?.noticePeriodWeeks ?? ''),
+    workAuthorization: preference?.workAuthorization ?? 'unknown',
+    requiresVisaSponsorship: preference?.requiresVisaSponsorship ?? 'unknown',
+    willingToRelocate: preference?.willingToRelocate ?? 'unknown',
     dailyTarget: String(preference?.dailyTarget ?? 25),
     vipCompanies: preference?.vipCompanies.join(', ') ?? '',
     remotePolicy: preference?.remotePolicy ?? 'any',
@@ -42,11 +49,20 @@ export function PreferencesForm({ preference }: PreferencesFormProps) {
         'Content-Type': 'application/json',
       },
       body: JSON.stringify({
+        targetRoles: formState.targetRoles.split(',').map((item) => item.trim()).filter(Boolean),
         keywords: formState.keywords.split(',').map((item) => item.trim()).filter(Boolean),
         industries: formState.industries.split(',').map((item) => item.trim()).filter(Boolean),
         regions: formState.regions.split(',').map((item) => item.trim()).filter(Boolean),
         minSalary: Number(formState.minSalary),
         salaryCurrency: formState.salaryCurrency,
+        applicationSalaryAmount: Number(formState.applicationSalaryAmount),
+        yearsExperienceOverride: formState.yearsExperienceOverride
+          ? Number(formState.yearsExperienceOverride)
+          : null,
+        noticePeriodWeeks: formState.noticePeriodWeeks ? Number(formState.noticePeriodWeeks) : null,
+        workAuthorization: formState.workAuthorization,
+        requiresVisaSponsorship: formState.requiresVisaSponsorship,
+        willingToRelocate: formState.willingToRelocate,
         dailyTarget: Number(formState.dailyTarget),
         vipCompanies: formState.vipCompanies.split(',').map((item) => item.trim()).filter(Boolean),
         remotePolicy: formState.remotePolicy,
@@ -66,6 +82,14 @@ export function PreferencesForm({ preference }: PreferencesFormProps) {
 
   return (
     <form className="stack-form" onSubmit={onSubmit}>
+      <label className="field">
+        <span>Target roles</span>
+        <textarea
+          onChange={(event) => update('targetRoles', event.target.value)}
+          rows={2}
+          value={formState.targetRoles}
+        />
+      </label>
       <label className="field">
         <span>Keywords</span>
         <textarea
@@ -128,6 +152,72 @@ export function PreferencesForm({ preference }: PreferencesFormProps) {
           </select>
         </label>
       </div>
+      <div className="field-grid">
+        <label className="field">
+          <span>Application salary answer</span>
+          <input
+            min={0}
+            onChange={(event) => update('applicationSalaryAmount', event.target.value)}
+            type="number"
+            value={formState.applicationSalaryAmount}
+          />
+        </label>
+        <label className="field">
+          <span>Years of experience answer</span>
+          <input
+            min={0}
+            onChange={(event) => update('yearsExperienceOverride', event.target.value)}
+            type="number"
+            value={formState.yearsExperienceOverride}
+          />
+        </label>
+      </div>
+      <div className="field-grid">
+        <label className="field">
+          <span>Notice period weeks</span>
+          <input
+            min={0}
+            onChange={(event) => update('noticePeriodWeeks', event.target.value)}
+            type="number"
+            value={formState.noticePeriodWeeks}
+          />
+        </label>
+        <label className="field">
+          <span>Work authorization</span>
+          <select
+            onChange={(event) => update('workAuthorization', event.target.value)}
+            value={formState.workAuthorization}
+          >
+            <option value="unknown">Unknown</option>
+            <option value="yes">Yes</option>
+            <option value="no">No</option>
+          </select>
+        </label>
+      </div>
+      <div className="field-grid">
+        <label className="field">
+          <span>Visa sponsorship required</span>
+          <select
+            onChange={(event) => update('requiresVisaSponsorship', event.target.value)}
+            value={formState.requiresVisaSponsorship}
+          >
+            <option value="unknown">Unknown</option>
+            <option value="no">No</option>
+            <option value="yes">Yes</option>
+          </select>
+        </label>
+        <label className="field">
+          <span>Willing to relocate</span>
+          <select
+            onChange={(event) => update('willingToRelocate', event.target.value)}
+            value={formState.willingToRelocate}
+          >
+            <option value="unknown">Unknown</option>
+            <option value="yes">Yes</option>
+            <option value="no">No</option>
+          </select>
+        </label>
+      </div>
       <label className="field">
         <span>VIP companies</span>
         <input
diff --git a/apps/web/src/server/services/ai.ts b/apps/web/src/server/services/ai.ts
index f994fcb..0360eec 100644
--- a/apps/web/src/server/services/ai.ts
+++ b/apps/web/src/server/services/ai.ts
@@ -56,6 +56,79 @@ const inferLikelyNameFromResumeText = (text: string) => {
   return '';
 };
 
+const EXPERIENCE_PATTERN = /\b(\d{1,2})\+?\s*(?:years?|yrs?)\b/i;
+const ROLE_TITLE_PATTERN =
+  /\b(product manager|project manager|program manager|software engineer|data analyst|data scientist|business analyst|designer|marketer|sales|consultant|operations manager|founder|head of|director|lead)\b/i;
+const COMMON_LOCATIONS = [
+  'Singapore',
+  'United States',
+  'United Kingdom',
+  'Canada',
+  'Australia',
+  'Hong Kong',
+  'China',
+  'India',
+  'Japan',
+  'Germany',
+  'France',
+  'Netherlands',
+  'Remote',
+] as const;
+const INDUSTRY_PATTERNS: Array<[string, RegExp]> = [
+  ['Fintech', /\bfintech\b/i],
+  ['Payments', /\bpayments?\b/i],
+  ['SaaS', /\bsaas\b/i],
+  ['AI', /\b(ai|artificial intelligence|machine learning|ml)\b/i],
+  ['Crypto', /\b(crypto|web3|blockchain)\b/i],
+  ['E-commerce', /\b(e-?commerce|marketplace)\b/i],
+  ['Healthcare', /\b(healthcare|health tech|medtech)\b/i],
+  ['Education', /\b(edtech|education)\b/i],
+  ['Gaming', /\b(gaming|games)\b/i],
+];
+
+const inferYearsExperience = (text: string) => {
+  const match = text.match(EXPERIENCE_PATTERN);
+  const years = match ? Number(match[1]) : 0;
+
+  return Number.isFinite(years) ? years : 0;
+};
+
+const inferLocationFromHeader = (header: string) => {
+  const normalizedHeader = header.toLowerCase();
+  const matchedLocation = COMMON_LOCATIONS.find((location) =>
+    normalizedHeader.includes(location.toLowerCase()),
+  );
+
+  if (matchedLocation) {
+    return matchedLocation;
+  }
+
+  if (/\busa?\b/i.test(header)) {
+    return 'United States';
+  }
+
+  if (/\buk\b/i.test(header)) {
+    return 'United Kingdom';
+  }
+
+  return '';
+};
+
+const inferTargetRolesFromResumeText = (lines: string[]) =>
+  [
+    ...new Set(
+      lines
+        .slice(0, 40)
+        .map((line) => line.replace(/\s+/g, ' ').trim())
+        .filter((line) => line.length >= 4 && line.length <= 80)
+        .filter((line) => ROLE_TITLE_PATTERN.test(line))
+        .filter((line) => !/[A-Z0-9._%+-]+@[A-Z0-9.-]+\.[A-Z]{2,}/i.test(line)),
+    ),
+  ].slice(0, 5);
+
+const inferIndustriesFromResumeText = (text: string) =>
+  INDUSTRY_PATTERNS.filter(([, pattern]) => pattern.test(text)).map(([industry]) => industry);
+
 const sanitizeCandidateProfile = (candidateId: string, resumeText: string, profile: CandidateProfile) => {
   const inferredName = inferLikelyNameFromResumeText(resumeText);
   const safeFullName =
@@ -91,13 +164,13 @@ const fallbackParseProfile = (candidateId: string, text: string): CandidateProfi
     fullName: inferredName,
     email,
     phone,
-    location: header.includes('Singapore') ? 'Singapore' : '',
-    yearsExperience: text.includes('12 years') ? 12 : 8,
+    location: inferLocationFromHeader(header),
+    yearsExperience: inferYearsExperience(text),
     summary: lines.slice(0, 3).join(' '),
     workExperiences: [],
     skills,
-    targetRoles: ['Senior Product Manager', 'Lead Product Manager'],
-    industries: ['Fintech'],
+    targetRoles: inferTargetRolesFromResumeText(lines),
+    industries: inferIndustriesFromResumeText(text),
     education: [],
     lastParsedAt: new Date().toISOString(),
   }));
diff --git a/apps/web/src/server/services/app-service.ts b/apps/web/src/server/services/app-service.ts
index 02270fc..a91b958 100644
--- a/apps/web/src/server/services/app-service.ts
+++ b/apps/web/src/server/services/app-service.ts
@@ -218,8 +218,13 @@ const hasRegionMatch = (job: JobPosting, preference: JobPreference) =>
   preference.regions.length === 0 ||
   preference.regions.some((region) => job.location.toLowerCase().includes(region.toLowerCase()));
 
-const hasTargetRoleMatch = (job: JobPosting, profile: CandidateProfile) =>
-  profile.targetRoles.some((role) => job.title.toLowerCase().includes(role.toLowerCase()));
+const getTargetRoles = (profile: CandidateProfile, preference: JobPreference) => [
+  ...preference.targetRoles,
+  ...profile.targetRoles,
+];
+
+const hasTargetRoleMatch = (job: JobPosting, profile: CandidateProfile, preference: JobPreference) =>
+  getTargetRoles(profile, preference).some((role) => job.title.toLowerCase().includes(role.toLowerCase()));
 
 const dedupeJobs = (jobs: JobPosting[]) => {
   const seen = new Set<string>();
@@ -439,10 +444,10 @@ const buildDailyPick = ({
   knowledgeMatches: KnowledgeMatch[];
 }): DailyPick => {
   const fitSignals = [
-    `${score.overall}% V0 match from role, keyword, skill, location, salary, and application-friction signals`,
+    `${score.overall}% match from role, keyword, skill, location, salary, and application-friction signals`,
     ...score.reasons.slice(0, 4),
-    hasTargetRoleMatch(job, profile) && profile.targetRoles[0]
-      ? `Title overlaps with target roles like ${profile.targetRoles[0]}`
+    hasTargetRoleMatch(job, profile, preference) && getTargetRoles(profile, preference)[0]
+      ? `Title overlaps with target roles like ${getTargetRoles(profile, preference)[0]}`
       : null,
     hasRegionMatch(job, preference) ? `Location fits your region filters` : null,
     job.salaryText ? `Salary listed: ${job.salaryText}` : null,
@@ -830,12 +835,12 @@ export const startRun = async ({
   const stagedJobs = jobs?.length ? jobs : [
     {
       source,
-      title: 'Senior Product Manager, Growth',
-      company: 'Aspire',
-      location: 'Singapore',
+      title: 'Product Manager, Growth',
+      company: 'Demo Growth Co',
+      location: 'Remote',
       url: 'https://www.linkedin.com/jobs/view/999/',
       description:
-        'Own product growth loops, subscription experiments, CRM and fintech user journeys.',
+        'Own product growth loops, subscription experiments, CRM workflows, and analytics journeys.',
       easyApply: true,
       detectedQuestions: ['How many years of B2B SaaS experience do you have?'],
     },
@@ -947,8 +952,8 @@ const buildWorkflowChecklist = ({
       label: 'Review role fit',
       detail:
         score.overall >= 55
-          ? `${score.overall}% V0 fit with ${score.reasons.slice(0, 2).join('; ')}`
-          : `${score.overall}% V0 fit. Review before investing time.`,
+          ? `${score.overall}% fit with ${score.reasons.slice(0, 2).join('; ')}`
+          : `${score.overall}% fit. Review before investing time.`,
       state: score.overall >= 55 ? 'ready' : 'needs_input',
     },
     {
diff --git a/apps/web/src/server/services/store.ts b/apps/web/src/server/services/store.ts
index 90d0670..84feab0 100644
--- a/apps/web/src/server/services/store.ts
+++ b/apps/web/src/server/services/store.ts
@@ -1,3 +1,8 @@
+import fs from 'node:fs';
+import path from 'node:path';
+
+import { z } from 'zod';
+
 import {
   buildDashboardSummary,
   demoAttempts,
@@ -48,6 +53,23 @@ type MemoryStore = {
   assets: Record<string, { bytes: string; contentType: string }>;
 };
 
+const memoryStoreSchema = z.object({
+  profiles: z.array(candidateProfileSchema).default([]),
+  resumes: z.array(resumeVersionSchema).default([]),
+  preferences: z.array(jobPreferenceSchema).default([]),
+  jobs: z.array(jobPostingSchema).default([]),
+  scores: z.array(matchScoreSchema).default([]),
+  tailoredResumes: z.array(tailoredResumeSchema).default([]),
+  runs: z.array(applicationRunSchema).default([]),
+  attempts: z.array(applicationAttemptSchema).default([]),
+  reviews: z.array(reviewQueueItemSchema).default([]),
+  interviews: z.array(interviewRecordSchema).default([]),
+  assets: z.record(z.object({
+    bytes: z.string(),
+    contentType: z.string(),
+  })).default({}),
+});
+
 type ApplicationDetail = {
   attempt: ApplicationAttempt;
   run: ApplicationRun | null;
@@ -77,7 +99,62 @@ const createSeedStore = (): MemoryStore => ({
   assets: {},
 });
 
-const memoryStore = globalThis.__applypilotStore ?? createSeedStore();
+const findWorkspaceRoot = (startDir: string) => {
+  let currentDir = startDir;
+
+  while (true) {
+    if (fs.existsSync(path.join(currentDir, 'pnpm-workspace.yaml'))) {
+      return currentDir;
+    }
+
+    const parentDir = path.dirname(currentDir);
+    if (parentDir === currentDir) {
+      return startDir;
+    }
+    currentDir = parentDir;
+  }
+};
+
+const localStorePath =
+  env.APPLYPILOT_LOCAL_STORE_PATH?.trim() ||
+  path.join(
+    findWorkspaceRoot(process.cwd()),
+    process.env.VITEST ? '.codex_tmp' : 'local_workspace',
+    process.env.VITEST
+      ? `applypilot-store-test-${process.env.VITEST_WORKER_ID ?? '0'}.json`
+      : 'applypilot-store.json',
+  );
+
+const loadLocalStore = () => {
+  try {
+    if (!fs.existsSync(localStorePath)) {
+      return null;
+    }
+
+    return memoryStoreSchema.parse(JSON.parse(fs.readFileSync(localStorePath, 'utf8')));
+  } catch (error) {
+    console.warn(`[store] Could not load ${localStorePath}. Falling back to seeded memory store.`, error);
+    return null;
+  }
+};
+
+let localStoreWriteWarningShown = false;
+
+const persistMemoryStore = () => {
+  try {
+    fs.mkdirSync(path.dirname(localStorePath), { recursive: true });
+    const tmpPath = `${localStorePath}.tmp`;
+    fs.writeFileSync(tmpPath, `${JSON.stringify(memoryStoreSchema.parse(memoryStore), null, 2)}\n`);
+    fs.renameSync(tmpPath, localStorePath);
+  } catch (error) {
+    if (!localStoreWriteWarningShown) {
+      localStoreWriteWarningShown = true;
+      console.warn(`[store] Could not persist ${localStorePath}. Continuing in memory.`, error);
+    }
+  }
+};
+
+const memoryStore = globalThis.__applypilotStore ?? loadLocalStore() ?? createSeedStore();
 globalThis.__applypilotStore = memoryStore;
 
 const tableMap = {
@@ -138,11 +215,18 @@ const mapRow = {
   preference: (row: Record<string, unknown>): JobPreference =>
     jobPreferenceSchema.parse({
       candidateId: row.candidate_id,
+      targetRoles: row.target_roles,
       keywords: row.keywords,
       industries: row.industries,
       regions: row.regions,
       minSalary: row.min_salary,
       salaryCurrency: row.salary_currency,
+      applicationSalaryAmount: row.application_salary_amount,
+      yearsExperienceOverride: row.years_experience_override,
+      noticePeriodWeeks: row.notice_period_weeks,
+      workAuthorization: row.work_authorization,
+      requiresVisaSponsorship: row.requires_visa_sponsorship,
+      willingToRelocate: row.willing_to_relocate,
       dailyTarget: row.daily_target,
       vipCompanies: row.vip_companies,
       remotePolicy: row.remote_policy,
@@ -388,6 +472,7 @@ export const store = {
       memoryStore.profiles.unshift(clone(profile));
     }
 
+    persistMemoryStore();
     return profile;
   },
   async listResumes(candidateId: string) {
@@ -439,6 +524,7 @@ export const store = {
       memoryStore.resumes.unshift(clone(resume));
     }
 
+    persistMemoryStore();
     return resume;
   },
   async getPreferences(candidateId: string) {
@@ -471,11 +557,18 @@ export const store = {
     if (isDbMode(supabase)) {
       const { error } = await supabase.from(tableMap.preferences).upsert({
         candidate_id: preference.candidateId,
+        target_roles: preference.targetRoles,
         keywords: preference.keywords,
         industries: preference.industries,
         regions: preference.regions,
         min_salary: preference.minSalary,
         salary_currency: preference.salaryCurrency,
+        application_salary_amount: preference.applicationSalaryAmount,
+        years_experience_override: preference.yearsExperienceOverride,
+        notice_period_weeks: preference.noticePeriodWeeks,
+        work_authorization: preference.workAuthorization,
+        requires_visa_sponsorship: preference.requiresVisaSponsorship,
+        willing_to_relocate: preference.willingToRelocate,
         daily_target: preference.dailyTarget,
         vip_companies: preference.vipCompanies,
         remote_policy: preference.remotePolicy,
@@ -496,6 +589,7 @@ export const store = {
       memoryStore.preferences.unshift(clone(preference));
     }
 
+    persistMemoryStore();
     return preference;
   },
   async saveJob(job: JobPosting) {
@@ -530,6 +624,7 @@ export const store = {
       memoryStore.jobs.unshift(clone(job));
     }
 
+    persistMemoryStore();
     return job;
   },
   async listJobs() {
@@ -580,6 +675,7 @@ export const store = {
       memoryStore.scores.unshift(clone(score));
     }
 
+    persistMemoryStore();
     return score;
   },
   async saveTailoredResume(tailoredResume: TailoredResume) {
@@ -610,6 +706,7 @@ export const store = {
       memoryStore.tailoredResumes.unshift(clone(tailoredResume));
     }
 
+    persistMemoryStore();
     return tailoredResume;
   },
   async listTailoredResumes(candidateId: string) {
@@ -660,6 +757,7 @@ export const store = {
     }
 
     memoryStore.runs.unshift(clone(run));
+    persistMemoryStore();
     return run;
   },
   async listRuns(candidateId: string) {
@@ -716,6 +814,7 @@ export const store = {
       memoryStore.attempts.unshift(clone(attempt));
     }
 
+    persistMemoryStore();
     return attempt;
   },
   async listAttempts(candidateId: string) {
@@ -790,6 +889,7 @@ export const store = {
     }
 
     memoryStore.reviews.unshift(clone(item));
+    persistMemoryStore();
     return item;
   },
   async listReviewQueue(candidateId: string) {
@@ -845,6 +945,7 @@ export const store = {
       memoryStore.interviews.unshift(clone(interview));
     }
 
+    persistMemoryStore();
     return interview;
   },
   async listInterviews(candidateId: string) {
@@ -946,6 +1047,7 @@ export const store = {
       }
     });
 
+    persistMemoryStore();
     return true;
   },
   async storeBinaryAsset({
@@ -983,6 +1085,7 @@ export const store = {
       contentType,
     };
 
+    persistMemoryStore();
     return {
       storagePath: path,
       publicUrl: createLocalObjectUrl(path),
diff --git a/docs/assets/application-workflow.svg b/docs/assets/application-workflow.svg
index 69960b4..7463c2e 100644
--- a/docs/assets/application-workflow.svg
+++ b/docs/assets/application-workflow.svg
@@ -30,12 +30,12 @@
   <text x="118" y="330" fill="#71584a" font-family="Arial, sans-serif" font-size="15">Knowledge Base</text>
 
   <text x="326" y="116" fill="#1b6b5c" font-family="Arial, sans-serif" font-size="14" font-weight="700" letter-spacing="3">APPLICATION</text>
-  <text x="326" y="156" fill="#27180d" font-family="Arial, sans-serif" font-size="31" font-weight="700">Senior Product Manager</text>
-  <text x="326" y="190" fill="#27180d" font-family="Arial, sans-serif" font-size="31" font-weight="700">Payments Platform</text>
-  <text x="326" y="222" fill="#71584a" font-family="Arial, sans-serif" font-size="17">Demo Payments Co - Singapore - Drafted</text>
+  <text x="326" y="156" fill="#27180d" font-family="Arial, sans-serif" font-size="31" font-weight="700">Product Manager</text>
+  <text x="326" y="190" fill="#27180d" font-family="Arial, sans-serif" font-size="31" font-weight="700">Workflow Automation</text>
+  <text x="326" y="222" fill="#71584a" font-family="Arial, sans-serif" font-size="17">Demo Workflow Co - Remote - Drafted</text>
 
   <rect x="326" y="254" width="286" height="88" rx="20" fill="#ffffff" stroke="#dfcdb7"/>
-  <text x="352" y="288" fill="#71584a" font-family="Arial, sans-serif" font-size="14">V0 MATCH</text>
+  <text x="352" y="288" fill="#71584a" font-family="Arial, sans-serif" font-size="14">MATCH</text>
   <text x="352" y="320" fill="#1b6b5c" font-family="Arial, sans-serif" font-size="32" font-weight="700">74% fit</text>
   <rect x="632" y="254" width="286" height="88" rx="20" fill="#ffffff" stroke="#dfcdb7"/>
   <text x="658" y="288" fill="#71584a" font-family="Arial, sans-serif" font-size="14">TRACKER STATE</text>
@@ -69,7 +69,7 @@
   <rect x="696" y="372" width="222" height="178" rx="22" fill="#fbf4ea" stroke="#dfcdb7"/>
   <text x="722" y="410" fill="#27180d" font-family="Arial, sans-serif" font-size="21" font-weight="700">Matched assets</text>
   <text x="722" y="452" fill="#1b6b5c" font-family="Arial, sans-serif" font-size="15" font-weight="700">RESUME EVIDENCE</text>
-  <text x="722" y="480" fill="#71584a" font-family="Arial, sans-serif" font-size="16">Payments reliability</text>
+  <text x="722" y="480" fill="#71584a" font-family="Arial, sans-serif" font-size="16">Workflow rollout</text>
   <text x="722" y="508" fill="#1b6b5c" font-family="Arial, sans-serif" font-size="15" font-weight="700">STORY ASSET</text>
-  <text x="722" y="536" fill="#71584a" font-family="Arial, sans-serif" font-size="16">AML reporting playbook</text>
+  <text x="722" y="536" fill="#71584a" font-family="Arial, sans-serif" font-size="16">Analytics playbook</text>
 </svg>
diff --git a/docs/demo-flow.md b/docs/demo-flow.md
index 94b57be..6090ae8 100644
--- a/docs/demo-flow.md
+++ b/docs/demo-flow.md
@@ -1,12 +1,12 @@
 # ApplyPilot Demo Flow
 
-This demo shows the portfolio-ready V0 loop:
+This demo shows the portfolio-ready loop:
 
 ```text
 save job -> score role -> retrieve prep assets -> prepare checklist -> sync tracker record
 ```
 
-It runs with the default in-memory store. No Supabase or OpenAI key is required.
+It runs with the default local JSON store. No Supabase or OpenAI key is required.
 
 ## 1. Start the App
 
@@ -38,6 +38,7 @@ The page reads entries from:
 - `local_workspace/knowledge_base_private` when present
 
 Public entries should be sanitized before committing. Private interview notes belong in `local_workspace/knowledge_base_private/`.
+Saved app data is written to `local_workspace/applypilot-store.json`.
 
 ## 3. Save a Demo Role
 
@@ -54,12 +55,12 @@ curl -X POST http://localhost:3000/api/jobs/save \
   -H 'Content-Type: application/json' \
   --data '{
     "source": "linkedin",
-    "title": "Senior Product Manager, Payments Platform",
-    "company": "Demo Payments Co",
-    "location": "Singapore",
-    "url": "https://example.com/jobs/demo-payments-platform",
-    "description": "Own payment platform strategy for checkout, KYC, AML, compliance dashboards, data insights, growth experiments, merchant onboarding, and cross-functional delivery.",
-    "salaryText": "SGD 160k - 190k",
+    "title": "Product Manager, Workflow Automation",
+    "company": "Demo Workflow Co",
+    "location": "Remote",
+    "url": "https://example.com/jobs/demo-workflow-automation",
+    "description": "Own workflow automation strategy for onboarding, analytics dashboards, growth experiments, reporting, customer activation, and cross-functional delivery.",
+    "salaryText": "USD 140k - 170k",
     "employmentType": "Full-time",
     "easyApply": true
   }'
@@ -76,7 +77,7 @@ http://localhost:3000/picks
 Expected result:
 
 - the saved role appears in the shortlist
-- match reasons mention payments/product/skill/location signals
+- match reasons mention workflow/product/skill/location signals
 - `Prep assets` includes relevant resume evidence and story/playbook entries
 
 ## 5. Check Application Tracker
@@ -115,4 +116,4 @@ pnpm build
 pnpm lint
 ```
 
-The stable V0 currently covers 21 tests, including knowledge-base Markdown/JSON parsing, private local knowledge reading, retrieval, workflow preparation, and tracker sync.
+The stable workflow currently covers 22 tests, including knowledge-base Markdown/JSON parsing, private local knowledge reading, retrieval, workflow preparation, and tracker sync.
diff --git a/packages/config/src/index.ts b/packages/config/src/index.ts
index 8f3ed5c..480af6a 100644
--- a/packages/config/src/index.ts
+++ b/packages/config/src/index.ts
@@ -10,8 +10,7 @@ export const webEnvSchema = z.object({
   SUPABASE_STORAGE_BUCKET: z.string().default('applypilot-assets'),
   OPENAI_API_KEY: z.string().optional(),
   OPENAI_MODEL: z.string().default('gpt-4.1-mini'),
-  TINYFISH_API_KEY: z.string().optional(),
-  TINYFISH_API_BASE_URL: z.string().url().default('https://agent.tinyfish.ai'),
+  APPLYPILOT_LOCAL_STORE_PATH: z.string().optional(),
   ENABLE_DEMO_DATA: z.string().optional().transform((value) => value !== 'false'),
 });
 
diff --git a/packages/domain/src/demo.ts b/packages/domain/src/demo.ts
index 91877a3..1fd3019 100644
--- a/packages/domain/src/demo.ts
+++ b/packages/domain/src/demo.ts
@@ -15,27 +15,27 @@ export const demoCandidateProfile: CandidateProfile = {
   id: 'demo-user',
   fullName: 'Demo Candidate',
   email: 'demo@example.com',
-  phone: '+65 0000 0000',
-  location: 'Singapore',
-  yearsExperience: 12,
+  phone: '',
+  location: 'Remote',
+  yearsExperience: 8,
   summary:
-    'Senior product leader with fintech, payments, data product, and automation experience across APAC.',
+    'Product lead with B2B SaaS, workflow automation, analytics, and growth experience.',
   workExperiences: [
     {
-      company: 'Demo Fintech App',
-      title: 'Senior Product Manager',
+      company: 'Demo SaaS Platform',
+      title: 'Product Lead',
       startDate: '2020-01',
       endDate: null,
-      summary: 'Led KYC, onboarding, and payments roadmap for a regional fintech app.',
+      summary: 'Led onboarding, workflow automation, and reporting roadmap for a B2B SaaS platform.',
       achievements: [
-        'Improved KYC completion by 21%',
-        'Launched SME lending workflow across Singapore and Hong Kong',
+        'Improved onboarding completion by 21%',
+        'Launched workflow automation templates for three customer segments',
       ],
     },
   ],
-  skills: ['Product strategy', 'Payments', 'KYC', 'Growth experiments', 'Stakeholder management'],
-  targetRoles: ['Senior Product Manager', 'Lead Product Manager', 'Head of Product'],
-  industries: ['Fintech', 'Payments', 'SaaS'],
+  skills: ['Product strategy', 'Workflow automation', 'Analytics', 'Growth experiments', 'Stakeholder management'],
+  targetRoles: ['Product Manager', 'Product Lead', 'Head of Product'],
+  industries: ['B2B SaaS', 'Productivity', 'Analytics'],
   education: [
     {
       institution: 'Demo University',
@@ -54,7 +54,7 @@ export const demoResume: ResumeVersion = {
   sourceFileName: 'demo-candidate-master-resume.pdf',
   sourceFileType: 'application/pdf',
   textContent:
-    'Senior product leader with 12 years of experience in fintech, KYC, payments, and growth.',
+    'Product lead with 8 years of experience in B2B SaaS, workflow automation, analytics, and growth.',
   storagePath: null,
   createdAt: now,
   parsedProfileId: 'demo-user',
@@ -62,14 +62,21 @@ export const demoResume: ResumeVersion = {
 
 export const demoPreferences: JobPreference = {
   candidateId: 'demo-user',
-  keywords: ['fintech', 'payments', 'growth', 'product strategy'],
-  industries: ['fintech', 'payments'],
-  regions: ['singapore', 'remote'],
-  minSalary: 140000,
-  salaryCurrency: 'SGD',
+  targetRoles: ['Product Manager', 'Product Lead'],
+  keywords: ['workflow automation', 'analytics', 'growth', 'product strategy'],
+  industries: ['b2b saas', 'analytics'],
+  regions: ['remote'],
+  minSalary: 120000,
+  salaryCurrency: 'USD',
+  applicationSalaryAmount: 10000,
+  yearsExperienceOverride: 8,
+  noticePeriodWeeks: 2,
+  workAuthorization: 'unknown',
+  requiresVisaSponsorship: 'unknown',
+  willingToRelocate: 'unknown',
   dailyTarget: 25,
-  vipCompanies: ['Demo Payments Co', 'Demo Banking Co'],
-  remotePolicy: 'hybrid',
+  vipCompanies: ['Demo Analytics Co'],
+  remotePolicy: 'remote',
   easyApplyOnly: true,
 };
 
@@ -78,32 +85,32 @@ export const demoJobs: JobPosting[] = [
     id: 'job_linkedin_1',
     source: 'linkedin',
     externalJobId: '12345',
-    title: 'Senior Product Manager, Payments',
-    company: 'Demo Payments Co',
-    location: 'Singapore',
-    salaryText: 'SGD 160k - 190k',
+    title: 'Product Manager, Workflow Automation',
+    company: 'Demo Workflow Co',
+    location: 'Remote',
+    salaryText: 'USD 140k - 170k',
     employmentType: 'Full-time',
     url: 'https://www.linkedin.com/jobs/view/12345/',
     description:
-      'Lead payments roadmap, own KYC onboarding journeys, partner with engineering and design.',
+      'Lead workflow automation roadmap, own onboarding journeys, analytics, growth loops, and cross-functional delivery.',
     easyApply: true,
-    detectedQuestions: ['Are you based in Singapore?'],
+    detectedQuestions: ['Are you comfortable working remotely?'],
     scrapedAt: now,
   },
   {
     id: 'job_linkedin_2',
     source: 'linkedin',
     externalJobId: '56789',
-    title: 'Lead Product Manager, Core Banking',
-    company: 'Demo Banking Co',
-    location: 'Singapore',
+    title: 'Product Lead, Analytics Platform',
+    company: 'Demo Analytics Co',
+    location: 'Remote',
     salaryText: null,
     employmentType: 'Full-time',
     url: 'https://www.linkedin.com/jobs/view/56789/',
     description:
-      'Drive fintech platform strategy, compliance, banking integrations, and APAC launches.',
+      'Drive B2B SaaS analytics platform strategy, integrations, reporting workflows, and customer adoption.',
     easyApply: true,
-    detectedQuestions: ['Do you require sponsorship?', 'How many years in fintech?'],
+    detectedQuestions: ['Do you require sponsorship?', 'How many years in SaaS?'],
     scrapedAt: now,
   },
 ];
@@ -135,8 +142,8 @@ export const demoAttempts: ApplicationAttempt[] = [
     receiptUrl: null,
     lastError: null,
     metadata: {
-      company: 'Demo Payments Co',
-      title: 'Senior Product Manager, Payments',
+      company: 'Demo Workflow Co',
+      title: 'Product Manager, Workflow Automation',
     },
     submittedAt: now,
     updatedAt: now,
@@ -152,8 +159,8 @@ export const demoAttempts: ApplicationAttempt[] = [
     receiptUrl: null,
     lastError: null,
     metadata: {
-      company: 'Demo Banking Co',
-      title: 'Lead Product Manager, Core Banking',
+      company: 'Demo Analytics Co',
+      title: 'Product Lead, Analytics Platform',
     },
     submittedAt: null,
     updatedAt: now,
@@ -165,8 +172,8 @@ export const demoReviewItems: ReviewQueueItem[] = [
     id: 'review_1',
     applicationId: 'attempt_2',
     reason: 'VIP company',
-    company: 'Demo Banking Co',
-    title: 'Lead Product Manager, Core Banking',
+    company: 'Demo Analytics Co',
+    title: 'Product Lead, Analytics Platform',
     priority: 'high',
     createdAt: now,
     resolvedAt: null,
@@ -181,8 +188,8 @@ export const demoInterviews: InterviewRecord[] = [
     scheduledAt: now,
     interviewerNames: ['Hiring Manager', 'Product Director'],
     stage: 'Phone screen',
-    notes: 'Focus on payments partnerships and KYC optimisation.',
-    tags: ['payments', 'fintech'],
+    notes: 'Focus on workflow automation, analytics adoption, and cross-functional delivery.',
+    tags: ['workflow automation', 'analytics'],
     createdAt: now,
     updatedAt: now,
   },
diff --git a/packages/domain/src/helpers.test.ts b/packages/domain/src/helpers.test.ts
index 2587499..1a1e9d2 100644
--- a/packages/domain/src/helpers.test.ts
+++ b/packages/domain/src/helpers.test.ts
@@ -28,7 +28,7 @@ describe('domain helpers', () => {
   it('routes strong matches to review when application friction conflicts with preferences', () => {
     const score = scoreJobAgainstPreferences(demoCandidateProfile, demoPreferences, {
       ...demoJobs[0],
-      id: 'manual_payments_role',
+      id: 'manual_workflow_role',
       easyApply: false,
     });
 
@@ -40,16 +40,16 @@ describe('domain helpers', () => {
   it('penalizes roles that appear below the saved salary floor', () => {
     const score = scoreJobAgainstPreferences(demoCandidateProfile, demoPreferences, {
       ...demoJobs[0],
-      id: 'low_salary_payments_role',
-      salaryText: 'SGD 90k - 110k',
+      id: 'low_salary_workflow_role',
+      salaryText: 'USD 90k - 110k',
     });
 
     expect(score.recommendedAction).toBe('review');
-    expect(score.gaps).toContain('Salary may be below SGD 140000');
+    expect(score.gaps).toContain('Salary may be below USD 120000');
   });
 
   it('parses common salary range formats', () => {
-    expect(parseSalaryUpperBound('SGD 160k - 190k')).toBe(190000);
+    expect(parseSalaryUpperBound('USD 160k - 190k')).toBe(190000);
     expect(parseSalaryUpperBound('$120,000 - $150,000')).toBe(150000);
     expect(parseSalaryUpperBound(null)).toBeNull();
   });
diff --git a/packages/domain/src/helpers.ts b/packages/domain/src/helpers.ts
index dcfc60d..bd8cca2 100644
--- a/packages/domain/src/helpers.ts
+++ b/packages/domain/src/helpers.ts
@@ -166,8 +166,9 @@ export const scoreJobAgainstPreferences = (
   const jobText = buildJobText(job);
   const roleText = `${job.title} ${job.description}`;
   const preferenceIndustries = [...preferences.industries, ...profile.industries];
+  const targetRoles = [...preferences.targetRoles, ...profile.targetRoles];
   const keywordHits = buildKeywordCoverage(jobText, preferences.keywords);
-  const targetRoleHits = buildKeywordCoverage(roleText, profile.targetRoles);
+  const targetRoleHits = buildKeywordCoverage(roleText, targetRoles);
   const industryHits = buildKeywordCoverage(jobText, preferenceIndustries);
   const profileSkillHits = buildKeywordCoverage(jobText, profile.skills);
   const regionMatch = hasRegionMatch(job, preferences);
@@ -181,7 +182,7 @@ export const scoreJobAgainstPreferences = (
   const score =
     18 +
     scoreCoverage(keywordHits, preferences.keywords, 24) +
-    scoreCoverage(targetRoleHits, profile.targetRoles, 20) +
+    scoreCoverage(targetRoleHits, targetRoles, 20) +
     scoreCoverage(industryHits, preferenceIndustries, 12) +
     Math.min(18, profileSkillHits.length * 4) +
     (regionMatch ? 10 : -12) +
diff --git a/packages/domain/src/schemas.ts b/packages/domain/src/schemas.ts
index 3ae0d5b..9ab92c4 100644
--- a/packages/domain/src/schemas.ts
+++ b/packages/domain/src/schemas.ts
@@ -76,11 +76,18 @@ export type ResumeVersion = z.infer<typeof resumeVersionSchema>;
 
 export const jobPreferenceSchema = z.object({
   candidateId: z.string().min(1),
+  targetRoles: z.array(z.string()).default([]),
   keywords: z.array(z.string()).default([]),
   industries: z.array(z.string()).default([]),
   regions: z.array(z.string()).default([]),
   minSalary: z.number().min(0).default(0),
-  salaryCurrency: z.string().default('SGD'),
+  salaryCurrency: z.string().default('USD'),
+  applicationSalaryAmount: z.number().min(0).default(0),
+  yearsExperienceOverride: z.number().min(0).nullable().default(null),
+  noticePeriodWeeks: z.number().min(0).nullable().default(null),
+  workAuthorization: z.enum(['yes', 'no', 'unknown']).default('unknown'),
+  requiresVisaSponsorship: z.enum(['yes', 'no', 'unknown']).default('unknown'),
+  willingToRelocate: z.enum(['yes', 'no', 'unknown']).default('unknown'),
   dailyTarget: z.number().int().min(1).max(50).default(25),
   vipCompanies: z.array(z.string()).max(5).default([]),
   remotePolicy: z.enum(['any', 'hybrid', 'remote']).default('any'),
@@ -198,4 +205,3 @@ export const dashboardSummarySchema = z.object({
   recentResult: z.string().default(''),
 });
 export type DashboardSummary = z.infer<typeof dashboardSummarySchema>;
-
diff --git a/supabase/migrations/0001_init.sql b/supabase/migrations/0001_init.sql
index 7c762a6..273a7f1 100644
--- a/supabase/migrations/0001_init.sql
+++ b/supabase/migrations/0001_init.sql
@@ -30,11 +30,18 @@ create table if not exists public.resume_versions (
 
 create table if not exists public.job_preferences (
   candidate_id text primary key references public.candidate_profiles(id) on delete cascade,
+  target_roles jsonb not null default '[]'::jsonb,
   keywords jsonb not null default '[]'::jsonb,
   industries jsonb not null default '[]'::jsonb,
   regions jsonb not null default '[]'::jsonb,
   min_salary integer not null default 0,
-  salary_currency text not null default 'SGD',
+  salary_currency text not null default 'USD',
+  application_salary_amount integer not null default 0,
+  years_experience_override integer,
+  notice_period_weeks integer,
+  work_authorization text not null default 'unknown',
+  requires_visa_sponsorship text not null default 'unknown',
+  willing_to_relocate text not null default 'unknown',
   daily_target integer not null default 25,
   vip_companies jsonb not null default '[]'::jsonb,
   remote_policy text not null default 'any',
@@ -256,4 +263,3 @@ create policy "interview records follow owning attempt"
 insert into storage.buckets (id, name, public)
 values ('applypilot-assets', 'applypilot-assets', true)
 on conflict (id) do nothing;
-
diff --git a/supabase/migrations/0002_job_preference_screening_config.sql b/supabase/migrations/0002_job_preference_screening_config.sql
new file mode 100644
index 0000000..d64c9bc
--- /dev/null
+++ b/supabase/migrations/0002_job_preference_screening_config.sql
@@ -0,0 +1,11 @@
+alter table public.job_preferences
+  add column if not exists target_roles jsonb not null default '[]'::jsonb,
+  add column if not exists application_salary_amount integer not null default 0,
+  add column if not exists years_experience_override integer,
+  add column if not exists notice_period_weeks integer,
+  add column if not exists work_authorization text not null default 'unknown',
+  add column if not exists requires_visa_sponsorship text not null default 'unknown',
+  add column if not exists willing_to_relocate text not null default 'unknown';
+
+alter table public.job_preferences
+  alter column salary_currency set default 'USD';
diff --git a/supabase/seed.sql b/supabase/seed.sql
index 405c45f..cd80c36 100644
--- a/supabase/seed.sql
+++ b/supabase/seed.sql
@@ -16,14 +16,14 @@ values (
   'demo-user',
   'Demo Candidate',
   'demo@example.com',
-  '+65 0000 0000',
-  'Singapore',
-  12,
-  'Senior product leader with fintech, payments, data product, and automation experience across APAC.',
-  '[{"company":"Demo Fintech App","title":"Senior Product Manager","startDate":"2020-01","endDate":null,"summary":"Led KYC, onboarding, and payments roadmap.","achievements":["Improved KYC completion by 21%"]}]'::jsonb,
-  '["Product strategy","Payments","KYC","Growth experiments"]'::jsonb,
-  '["Senior Product Manager","Lead Product Manager"]'::jsonb,
-  '["Fintech","Payments","SaaS"]'::jsonb,
+  '',
+  'Remote',
+  8,
+  'Product lead with B2B SaaS, workflow automation, analytics, and growth experience.',
+  '[{"company":"Demo SaaS Platform","title":"Product Lead","startDate":"2020-01","endDate":null,"summary":"Led onboarding, workflow automation, and reporting roadmap.","achievements":["Improved onboarding completion by 21%"]}]'::jsonb,
+  '["Product strategy","Workflow automation","Analytics","Growth experiments"]'::jsonb,
+  '["Product Manager","Product Lead"]'::jsonb,
+  '["B2B SaaS","Analytics"]'::jsonb,
   '[]'::jsonb
 )
 on conflict (id) do nothing;
diff --git a/tests/app-service.test.ts b/tests/app-service.test.ts
index 0e32288..c5651ab 100644
--- a/tests/app-service.test.ts
+++ b/tests/app-service.test.ts
@@ -31,11 +31,11 @@ describe('app service saved jobs and material search', () => {
       candidateId,
       input: {
         source: 'linkedin',
-        title: 'Product Manager, Payments',
-        company: 'Checkout Co',
-        location: 'Singapore',
+        title: 'Product Manager, Workflows',
+        company: 'Workflow Co',
+        location: 'Remote',
         url: 'https://www.linkedin.com/jobs/view/424242/',
-        description: 'Own payment reliability, merchant trust, and onboarding conversion.',
+        description: 'Own workflow automation, customer trust, and onboarding conversion.',
         easyApply: false,
       },
     });
@@ -47,8 +47,8 @@ describe('app service saved jobs and material search', () => {
     expect(attempt?.jobPostingId).toBe(job.id);
     expect(attempt?.status).toBe('drafted');
     expect(attempt?.metadata).toMatchObject({
-      company: 'Checkout Co',
-      title: 'Product Manager, Payments',
+      company: 'Workflow Co',
+      title: 'Product Manager, Workflows',
       source: 'saved_job',
     });
 
@@ -65,11 +65,11 @@ describe('app service saved jobs and material search', () => {
       candidateId,
       input: {
         source: 'linkedin',
-        title: 'Product Manager, Payments',
-        company: 'Checkout Co',
-        location: 'Singapore',
+        title: 'Product Manager, Workflows',
+        company: 'Workflow Co',
+        location: 'Remote',
         url: 'https://www.linkedin.com/jobs/view/515151/',
-        description: 'Own payment reliability.',
+        description: 'Own workflow automation.',
       },
     });
     const [attempt] = await store.listAttempts(candidateId);
@@ -87,11 +87,11 @@ describe('app service saved jobs and material search', () => {
       candidateId,
       input: {
         source: 'linkedin',
-        title: 'Senior Product Manager, Payments',
-        company: 'Checkout Co',
-        location: 'Singapore',
+        title: 'Product Lead, Workflows',
+        company: 'Workflow Co',
+        location: 'Remote',
         url: 'https://www.linkedin.com/jobs/view/515151/',
-        description: 'Own payment reliability and merchant trust.',
+        description: 'Own workflow automation and customer trust.',
       },
     });
 
@@ -100,7 +100,7 @@ describe('app service saved jobs and material search', () => {
 
     expect(attempts).toHaveLength(1);
     expect(refreshedAttempt?.status).toBe('submitted');
-    expect(refreshedAttempt?.metadata.title).toBe('Senior Product Manager, Payments');
+    expect(refreshedAttempt?.metadata.title).toBe('Product Lead, Workflows');
   });
 
   it('keeps drafted saved jobs visible in Daily Picks for prep review', async () => {
@@ -123,13 +123,13 @@ describe('app service saved jobs and material search', () => {
       candidateId,
       input: {
         source: 'linkedin',
-        title: 'Senior Product Manager, Payments Platform',
-        company: 'Checkout Co',
-        location: 'Singapore',
+        title: 'Product Manager, Workflow Automation',
+        company: 'Workflow Co',
+        location: 'Remote',
         url: 'https://www.linkedin.com/jobs/view/616161/',
         description:
-          'Own payment platform strategy, KYC, AML, merchant onboarding, and compliance dashboards.',
-        salaryText: 'SGD 160k - 190k',
+          'Own workflow automation strategy, analytics dashboards, customer onboarding, and growth experiments.',
+        salaryText: 'USD 140k - 170k',
         easyApply: true,
       },
     });
@@ -161,13 +161,13 @@ describe('app service saved jobs and material search', () => {
       candidateId,
       input: {
         source: 'linkedin',
-        title: 'Senior Product Manager, Payments Platform',
-        company: 'Demo Checkout Co',
-        location: 'Singapore',
+        title: 'Product Manager, Workflow Automation',
+        company: 'Demo Workflow Co',
+        location: 'Remote',
         url: 'https://www.linkedin.com/jobs/view/717171/',
         description:
-          'Own payment platform strategy, KYC, AML, merchant onboarding, compliance dashboards, and growth experiments.',
-        salaryText: 'SGD 160k - 190k',
+          'Own workflow automation strategy, analytics dashboards, customer onboarding, reporting, and growth experiments.',
+        salaryText: 'USD 140k - 170k',
         easyApply: true,
       },
     });
@@ -215,6 +215,6 @@ describe('app service saved jobs and material search', () => {
     });
 
     expect(matches.length).toBeGreaterThan(0);
-    expect(matches.some((match) => match.reason.toLowerCase().includes('payments'))).toBe(true);
+    expect(matches.some((match) => match.reason.toLowerCase().includes('workflow'))).toBe(true);
   });
 });
diff --git a/tests/e2e/linkedin-fixture.spec.ts b/tests/e2e/linkedin-fixture.spec.ts
index fa5feeb..18c2019 100644
--- a/tests/e2e/linkedin-fixture.spec.ts
+++ b/tests/e2e/linkedin-fixture.spec.ts
@@ -12,7 +12,6 @@ test('mocked LinkedIn fixture exposes Easy Apply structure', async ({ page }) =>
   await page.setContent(html);
 
   await expect(page.locator('button.jobs-apply-button')).toHaveText('Easy Apply');
-  await expect(page.locator('.jobs-description__content')).toContainText('payments roadmap');
+  await expect(page.locator('.jobs-description__content')).toContainText('workflow automation roadmap');
   await expect(page.locator('li.jobs-search-results__list-item')).toHaveCount(2);
 });
-
diff --git a/tests/fixtures/linkedin-easy-apply.html b/tests/fixtures/linkedin-easy-apply.html
index d1994ba..8ec2eee 100644
--- a/tests/fixtures/linkedin-easy-apply.html
+++ b/tests/fixtures/linkedin-easy-apply.html
@@ -6,23 +6,23 @@
         <ul>
           <li class="jobs-search-results__list-item" data-job-id="12345">
             <a class="job-card-list__title" href="https://www.linkedin.com/jobs/view/12345/">
-              Senior Product Manager, Payments
+              Product Manager, Workflow Automation
             </a>
-            <div class="job-card-container__company-name">Demo Payments Co</div>
-            <div class="job-card-container__metadata-item">Singapore</div>
+            <div class="job-card-container__company-name">Demo Workflow Co</div>
+            <div class="job-card-container__metadata-item">Remote</div>
           </li>
           <li class="jobs-search-results__list-item" data-job-id="56789">
             <a class="job-card-list__title" href="https://www.linkedin.com/jobs/view/56789/">
-              Lead Product Manager, Core Banking
+              Product Lead, Analytics Platform
             </a>
-            <div class="job-card-container__company-name">Demo Banking Co</div>
-            <div class="job-card-container__metadata-item">Singapore</div>
+            <div class="job-card-container__company-name">Demo Analytics Co</div>
+            <div class="job-card-container__metadata-item">Remote</div>
           </li>
         </ul>
       </section>
 
       <section class="jobs-description__content">
-        Own the payments roadmap, drive KYC optimisation, and partner with engineering.
+        Own the workflow automation roadmap, drive analytics adoption, and partner with engineering.
       </section>
 
       <button class="jobs-apply-button">Easy Apply</button>
diff --git a/tests/knowledge-base.test.ts b/tests/knowledge-base.test.ts
index b9f85bf..eee2807 100644
--- a/tests/knowledge-base.test.ts
+++ b/tests/knowledge-base.test.ts
@@ -224,36 +224,36 @@ Shows product judgment around operational reliability.
 
     await writeKnowledgeFile(
       tempDir,
-      'knowledge_base/stories/payments_platform_story.md',
-      `# Payments Platform Story
+      'knowledge_base/stories/workflow_automation_story.md',
+      `# Workflow Automation Story
 
 ## Context
 
-Use this story for payments platform and onboarding roles.
+Use this story for workflow automation and onboarding roles.
 
 ## Core facts
 
-- Improved payment reliability.
+- Improved onboarding completion.
 
 ## Interview value
 
-Shows practical judgment around payment operations.
+Shows practical judgment around workflow design and customer activation.
 
 ## Reusable answer points
 
-- Start with merchant trust and transaction reliability.
-- Connect controls, reconciliation, and support recovery.
+- Start with customer activation and operational repeatability.
+- Connect workflow templates, analytics, and support recovery.
 
 ## Related roles
 
-- Senior Product Manager, Payments
-- Payments Product Manager
+- Product Manager, Workflow Automation
+- Product Lead
 
 ## Tags
 
-- payments
-- KYC
-- merchant experience
+- workflow automation
+- analytics
+- onboarding
 `,
     );
 
@@ -294,8 +294,8 @@ Sales-focused.
     const matches = matchKnowledgeEntriesForJob({ entries, job, score });
 
     expect(matches).toHaveLength(1);
-    expect(matches[0]?.title).toBe('Payments Platform Story');
+    expect(matches[0]?.title).toBe('Workflow Automation Story');
     expect(matches[0]?.reason).toContain('Related role match');
-    expect(matches[0]?.answerPoints).toContain('Start with merchant trust and transaction reliability.');
+    expect(matches[0]?.answerPoints).toContain('Start with customer activation and operational repeatability.');
   });
 });
diff --git a/tests/store.test.ts b/tests/store.test.ts
index ed9c846..bf71222 100644
--- a/tests/store.test.ts
+++ b/tests/store.test.ts
@@ -1,3 +1,6 @@
+import fs from 'node:fs';
+import path from 'node:path';
+
 import { store } from '../apps/web/src/server/services/store';
 
 describe('store asset persistence', () => {
@@ -14,5 +17,43 @@ describe('store asset persistence', () => {
     expect(loaded?.contentType).toBe('image/png');
     expect(loaded?.bytes.toString('utf8')).toBe('hello');
   });
-});
 
+  it('persists the local fallback store to an ignored JSON file', async () => {
+    const candidateId = `file-store-test-${process.env.VITEST_WORKER_ID ?? '0'}`;
+    await store.clearCandidateData(candidateId);
+
+    await store.upsertPreferences({
+      candidateId,
+      targetRoles: ['Product Manager'],
+      keywords: ['workflow automation'],
+      industries: ['b2b saas'],
+      regions: ['remote'],
+      minSalary: 120000,
+      salaryCurrency: 'USD',
+      applicationSalaryAmount: 10000,
+      yearsExperienceOverride: 8,
+      noticePeriodWeeks: 2,
+      workAuthorization: 'unknown',
+      requiresVisaSponsorship: 'unknown',
+      willingToRelocate: 'unknown',
+      dailyTarget: 5,
+      vipCompanies: [],
+      remotePolicy: 'remote',
+      easyApplyOnly: true,
+    });
+
+    const localStorePath = path.join(
+      process.cwd(),
+      '.codex_tmp',
+      `applypilot-store-test-${process.env.VITEST_WORKER_ID ?? '0'}.json`,
+    );
+    const payload = JSON.parse(fs.readFileSync(localStorePath, 'utf8')) as {
+      preferences?: Array<{ candidateId: string; targetRoles: string[] }>;
+    };
+
+    expect(payload.preferences?.some((preference) => preference.candidateId === candidateId)).toBe(true);
+    expect(payload.preferences?.find((preference) => preference.candidateId === candidateId)?.targetRoles).toContain(
+      'Product Manager',
+    );
+  });
+});