advanced to openai

backend/inbox/models.py

@@ -1293,6 +1293,23 @@ class Inbox_Messages(SQLModel, table=True):
         await session.refresh(row)
         return row
 
+    @classmethod
+    async def set_resume_text(cls, session: AsyncSession, record_id, text, *, only_if_empty=True):
+        """Keep extracted CV text on the inbox row so Inbox / ATS rerun can fetch it."""
+        row = await cls.get_inbox_message_by_id(session, record_id)
+        if not row:
+            return None
+        value = (text or "").strip() or None
+        if not value:
+            return row
+        if only_if_empty and (row.resume_text or "").strip():
+            return row
+        row.resume_text = value
+        session.add(row)
+        await session.commit()
+        await session.refresh(row)
+        return row
+
     @classmethod
     async def set_professional_summary(cls, session: AsyncSession, record_id, summary):
         row = await cls.get_inbox_message_by_id(session, record_id)

backend/job/app.py

@@ -731,6 +731,12 @@ class InboxScoreRequest(BaseModel):
     message_ids: list[str]  # inbox_messages PK uuids, not Graph message ids
 
 
+class AtsRerunBody(BaseModel):
+    user_id: UUID | None = None
+    inbox_message_id: UUID | None = None
+    manual_upload_candidate_id: UUID | None = None
+
+
 @router.post("/candidate/score")
 async def score_candidates(
     job_id: str = Form(...),
@@ -767,6 +773,28 @@ async def score_inbox_candidates(
         raise HTTPException(status_code=500,detail=str(e))
 
 
+@router.post("/candidate/ats-rerun")
+async def rerun_candidate_ats(
+    payload: AtsRerunBody,
+    current_user: dict = Depends(require_permission(PermissionTag.CANDIDATES_CREATE)),
+    session: AsyncSession = Depends(get_session),
+):
+    """Re-score one candidate from stored professional_summary / inbox extract."""
+    try:
+        service=CandidateScoring(session=session)
+        data=await service.rerun_ats(
+            current_user,
+            user_id=payload.user_id,
+            inbox_message_id=payload.inbox_message_id,
+            manual_upload_candidate_id=payload.manual_upload_candidate_id,
+        )
+        return JSONResponse(content={"data":data,"total":len(data),"status_code":200})
+    except HTTPException:
+        raise
+    except Exception as e:
+        raise HTTPException(status_code=500,detail=str(e))
+
+
 @router.get("/candidate/scored/fetch")
 async def fetch_scored_candidates(
     job_id: str = Query(None),

backend/job/candidate/models.py

@@ -395,6 +395,24 @@ class Manual_UPLOAD_CANDIDATE(SQLModel, table=True):
         result = await session.execute(select(cls).where(cls.id == uid))
         return result.scalars().first()
 
+    @classmethod
+    async def set_full_text(cls, session: AsyncSession, record_id, text, *, only_if_empty=True):
+        """Keep extracted CV text on the bank/manual row (Inbox uses resume_text)."""
+        row = await cls.get_by_id(session, record_id)
+        if not row:
+            return None
+        value = (text or "").strip()
+        if not value:
+            return row
+        if only_if_empty and (row.full_text or "").strip():
+            return row
+        row.full_text = value
+        row.updated_at = _now()
+        session.add(row)
+        await session.commit()
+        await session.refresh(row)
+        return row
+
     @classmethod
     async def set_professional_summary(cls, session: AsyncSession, record_id, summary):
         row = await cls.get_by_id(session, record_id)
@@ -1039,6 +1057,12 @@ class Candidates(SQLModel, table=True):
     professional_summary: str | None = Field(default=None)
     # Public LinkedIn URL extracted from the scored CV. Fetch reads this column.
     linkedin_url: str | None = Field(default=None)
+    # Application that owns the extracted CV text. Inbox email → inbox_messages.resume_text;
+    # Add Candidate / CV bank → manual_upload_candidate.full_text. Migration 036.
+    inbox_message_id: uuid.UUID | None = Field(default=None, foreign_key="inbox_messages.id", index=True)
+    manual_upload_candidate_id: uuid.UUID | None = Field(
+        default=None, foreign_key="manual_upload_candidate.id", index=True
+    )
 
     status: str  # "completed" | "failed"
     error_code: str | None = Field(default=None)
@@ -1140,8 +1164,8 @@ class Candidates(SQLModel, table=True):
                 "source": "ats",
                 "email": email,
                 "inbox_id": None,
-                "message_id": None,
+                "message_id": str(rec.inbox_message_id) if getattr(rec, "inbox_message_id", None) else None,
-                "manual_upload_candidate_id": None,
+                "manual_upload_candidate_id": str(rec.manual_upload_candidate_id) if getattr(rec, "manual_upload_candidate_id", None) else None,
                 "form_data_id": None,
                 "candidate_id": str(rec.id),
                 "job_post_id": str(rec.job_id) if rec.job_id else None,

backend/job/candidate/plugins.py

@@ -101,12 +101,20 @@ def build_job_description(job) -> str:
 
 
 def candidate_base_fields(source):
-    return {
+    fields = {
         "filename": source["safe_name"],
         "file_path": source["file_path"],
         "content_sha256": source["sha256"],
         "candidate_email": source.get("candidate_email"),
     }
+    # Omit empty FKs so an upsert cannot wipe a link that this source does not know.
+    inbox_mid = source.get("inbox_message_id")
+    if inbox_mid:
+        fields["inbox_message_id"] = inbox_mid
+    manual_id = source.get("manual_upload_candidate_id")
+    if manual_id:
+        fields["manual_upload_candidate_id"] = manual_id
+    return fields
 
 
 def candidate_failed_fields(source, code, message):

backend/job/candidate/serializers.py

@@ -44,6 +44,8 @@ def serialize_candidate(row) -> dict:
         "summary_critique": row.summary_critique,
         "professional_summary": row.professional_summary or None,
         "linkedin_url": row.linkedin_url or None,
+        "inbox_message_id": str(row.inbox_message_id) if getattr(row, "inbox_message_id", None) else None,
+        "manual_upload_candidate_id": str(row.manual_upload_candidate_id) if getattr(row, "manual_upload_candidate_id", None) else None,
         "status": row.status,
         "error_code": row.error_code,
         "error_message": row.error_message,

backend/job/candidate/views.py

@@ -7,7 +7,7 @@ from fastapi import HTTPException
 from pypdf import PdfReader
 from app.core.errors import ATSError,ErrorCode
 from app.models.scoring import CompletedCandidate
-from app.services.pdf import extract_resume,sanitize_filename
+from app.services.pdf import ExtractedResume,extract_resume,sanitize_filename
 from app.services.scoring import score_batch
 from inbox.models import Inbox_Messages,Inbox,Inbox_Message_Triage,InboxRescanRun,AtsResults
 from job.candidate.models import Candidates
@@ -705,6 +705,7 @@ class CandidateScoring:
             if not row.file_path:
                 continue
             names=[n.strip() for n in (row.file_name or "").split(",") if n.strip()]
+            stored=(row.resume_text or "").strip()
             for idx,path_str in enumerate(p.strip() for p in row.file_path.split(",") if p.strip()):
                 name=names[idx] if idx<len(names) else Path(path_str.replace("\\","/")).name or "resume.pdf"
                 source={
@@ -716,6 +717,9 @@ class CandidateScoring:
                     "professional_summary":None,
                     "precheck":None,
                 }
+                if stored:
+                    source["resume_text"]=stored
+                    source["stored_resume_text"]=stored
                 source["professional_summary"]=await self._professional_summary_for_email(
                     source["candidate_email"],row.professional_summary,
                 )
@@ -723,6 +727,9 @@ class CandidateScoring:
                 if source["precheck"] is not None:
                     sources.append(source)
                     continue
+                if stored:
+                    sources.append(source)
+                    continue
                 lower=name.lower()
                 if lower.endswith(".doc") or lower.endswith(".docx"):
                     source["precheck"]=(ErrorCode.UNSUPPORTED_FILE_TYPE,"DOC/DOCX extraction is not supported yet.")
@@ -785,6 +792,10 @@ class CandidateScoring:
                 "professional_summary":None,
                 "precheck":None,
             }
+            stored=(row.full_text or "").strip()
+            if stored:
+                source["resume_text"]=stored
+                source["stored_resume_text"]=stored
             source["professional_summary"]=await self._professional_summary_for_email(
                 source["candidate_email"],row.professional_summary,
             )
@@ -792,6 +803,9 @@ class CandidateScoring:
             if source["precheck"] is not None:
                 sources.append(source)
                 continue
+            if stored:
+                sources.append(source)
+                continue
             file_row=await CvBankFiles.get(self.session,row.id)
             data=file_row.data if file_row and file_row.data else None
             if data is None and source["file_path"]:
@@ -828,7 +842,127 @@ class CandidateScoring:
         data=serialize_candidate(row)
         return await CandidateView(session=self.session).attach_application_history(data)
 
-    async def _score_and_persist(self,job_id,sources,source_kind,current_user,rescan_run_id=None):
+    async def rerun_ats(self,current_user,user_id=None,inbox_message_id=None,manual_upload_candidate_id=None):
+        """Re-score one candidate without re-reading the PDF.
+
+        Prefer candidates.professional_summary as the scoring text. Fall back to
+        inbox_messages.resume_text / manual_upload_candidate.full_text. Only parse
+        the file when nothing is stored, then write that extract onto the inbox
+        or manual row and stamp the FK on candidates.
+        """
+        from inbox.plugins import extract_resume_text
+
+        message=None
+        manual=None
+        email=None
+        if inbox_message_id:
+            message=await Inbox_Messages.get_inbox_message_by_id(self.session,inbox_message_id)
+            if message is None:
+                raise HTTPException(status_code=404,detail="Inbox message not found")
+        elif user_id:
+            links=await Inbox.get_candidate_profile(session=self.session,user_id=user_id,limit=100,offset=0)
+            records=links if isinstance(links,list) else ([links] if links else [])
+            picked=None
+            for link in records:
+                msg=getattr(link,"messages",None)
+                if msg is not None and msg.assigned_job_post_id:
+                    picked=link
+                    break
+            if picked is None and records:
+                picked=records[0]
+            if picked is None:
+                manual=await Manual_UPLOAD_CANDIDATE.get_by_user_id(self.session,user_id)
+                if manual is None:
+                    raise HTTPException(status_code=404,detail="Candidate not found")
+            else:
+                message=getattr(picked,"messages",None)
+                user=getattr(picked,"user",None)
+                email=(getattr(user,"email",None) or "").strip().lower() or None
+        elif manual_upload_candidate_id:
+            manual=await Manual_UPLOAD_CANDIDATE.get_by_id(self.session,manual_upload_candidate_id)
+            if manual is None:
+                raise HTTPException(status_code=404,detail="Candidate not found")
+        else:
+            raise HTTPException(status_code=400,detail="user_id, inbox_message_id or manual_upload_candidate_id is required")
+
+        if message is None and manual is None:
+            raise HTTPException(status_code=404,detail="Candidate not found")
+
+        job_id=None
+        filename="resume.pdf"
+        file_path=None
+        stored_extract=None
+        inbox_summary=None
+        inbox_mid=None
+        manual_id=None
+        existing_sha=None
+
+        if message is not None:
+            inbox_mid=message.id
+            email=email or (message.message_from or "").strip().lower() or None
+            suggested=list(message.suggested_job_post_ids or [])
+            job_id=message.assigned_job_post_id or (suggested[0] if suggested else None)
+            names=[n.strip() for n in (message.file_name or "").split(",") if n.strip()]
+            filename=names[0] if names else "resume.pdf"
+            paths=[p.strip() for p in (message.file_path or "").split(",") if p.strip()]
+            file_path=paths[0] if paths else None
+            stored_extract=(message.resume_text or "").strip() or None
+            inbox_summary=(message.professional_summary or "").strip() or None
+        else:
+            manual_id=manual.id
+            email=email or (manual.candidate_email or "").strip().lower() or None
+            job_id=manual.job_post_id
+            filename=(manual.file_name or "").strip() or "resume.pdf"
+            file_path=(manual.file_path or "").strip() or None
+            stored_extract=(manual.full_text or "").strip() or None
+            inbox_summary=(manual.professional_summary or "").strip() or None
+
+        if job_id is None:
+            raise HTTPException(status_code=422,detail="Assign a job before running ATS")
+
+        scored=await Candidates.get_completed_by_email_job(self.session,email,job_id) if email else None
+        table_summary=(scored.professional_summary or "").strip() if scored else None
+        if scored and scored.content_sha256:
+            existing_sha=scored.content_sha256
+        identity_summary=await self._professional_summary_for_email(email,inbox_summary)
+        summary=(table_summary or identity_summary or "").strip() or None
+        stored_extract=(stored_extract or "").strip() or None
+
+        score_text=summary or stored_extract
+        if not score_text:
+            paths=[p.strip() for p in (file_path or "").split(",") if p.strip()] if file_path else []
+            if not paths:
+                raise HTTPException(status_code=400,detail="No professional summary or stored CV text to score")
+            text,extract_err=await extract_resume_text(paths)
+            score_text=(text or "").strip() or None
+            if not score_text:
+                raise HTTPException(status_code=400,detail=extract_err or "No professional summary or stored CV text to score")
+            stored_extract=score_text
+
+        if inbox_mid is not None and stored_extract:
+            await Inbox_Messages.set_resume_text(self.session,inbox_mid,stored_extract)
+        if manual_id is not None and stored_extract:
+            await Manual_UPLOAD_CANDIDATE.set_full_text(self.session,manual_id,stored_extract)
+
+        source={
+            "filename":filename,
+            "data":None,
+            "file_path":file_path,
+            "resume_text":score_text,
+            "stored_resume_text":stored_extract,
+            "sha256":existing_sha or (
+                hashlib.sha256(stored_extract.encode("utf-8")).hexdigest() if stored_extract else None
+            ),
+            "inbox_message_id":inbox_mid,
+            "manual_upload_candidate_id":manual_id,
+            "candidate_email":email,
+            "professional_summary":summary,
+            "precheck":None,
+        }
+        kind="inbox" if inbox_mid is not None else "upload"
+        return await self._score_and_persist(job_id, [source], kind, current_user, skip_gate=True)
+
+    async def _score_and_persist(self,job_id,sources,source_kind,current_user,rescan_run_id=None,skip_gate=False):
         job=await JobPosts.get_job_post_by_id(self.session,job_id)
         if job is None or job.is_deleted:
             raise HTTPException(status_code=404,detail="Job post not found")
@@ -842,21 +976,23 @@ class CandidateScoring:
                 source["professional_summary"]=await self._professional_summary_for_email(
                     source.get("candidate_email"),
                 )
-            await self._gate_source(source,jd)
+            if not skip_gate:
+                await self._gate_source(source,jd)
         fields_by_slot=await self._score_sources(sources,jd,settings)
         # Prefer the Manual S3 URL for this email+job when scoring from a raw upload
         # (Add Candidate scores right after create — same link as manual_upload_candidate).
         for slot,source in enumerate(sources):
             fields=fields_by_slot.get(slot) or {}
-            if (fields.get("file_path") or source.get("file_path") or "").strip():
-                continue
             email=(fields.get("candidate_email") or source.get("candidate_email") or "").strip().lower()
-            if not email:
+            if email and not source.get("manual_upload_candidate_id") and not fields.get("manual_upload_candidate_id"):
-                continue
+                manual=await Manual_UPLOAD_CANDIDATE.get_by_email_and_job(self.session,email,job.id)
-            manual=await Manual_UPLOAD_CANDIDATE.get_by_email_and_job(self.session,email,job.id)
+                if manual:
-            if manual and (manual.file_path or "").strip():
+                    source["manual_upload_candidate_id"]=manual.id
-                fields["file_path"]=manual.file_path.strip()
+                    fields["manual_upload_candidate_id"]=manual.id
-                source["file_path"]=manual.file_path.strip()
+                    if not (fields.get("file_path") or source.get("file_path") or "").strip() and (manual.file_path or "").strip():
+                        fields["file_path"]=manual.file_path.strip()
+                        source["file_path"]=manual.file_path.strip()
+        await self._persist_extracts(sources)
         common={
             "job_id":job.id,
             "source":source_kind,
@@ -888,17 +1024,36 @@ class CandidateScoring:
 
     async def _score_sources(self,sources,jd,settings):
         # Slot-indexed: results merge back by position, never by filename —
-        # inbox attachments can share a basename.
+        # inbox attachments can share a basename. Stored resume_text skips PDF parse.
         fields_by_slot={}
         extracted=[]
         for slot,source in enumerate(sources):
-            source["safe_name"]=sanitize_filename(source["filename"])
+            source["safe_name"]=sanitize_filename(source.get("filename") or "resume.pdf")
-            data=source["data"]
+            if source.get("precheck") is not None:
-            source["sha256"]=hashlib.sha256(data).hexdigest() if data is not None else None
-            if source["precheck"] is not None:
                 code,message=source["precheck"]
                 fields_by_slot[slot]=candidate_failed_fields(source,code,message)
                 continue
+            stored=(source.get("resume_text") or "").strip()
+            if stored:
+                text=normalize_spaced_text(stored)
+                if len(text)>settings.max_resume_chars:
+                    text=text[:settings.max_resume_chars]
+                if not source.get("sha256"):
+                    source["sha256"]=hashlib.sha256(text.encode("utf-8")).hexdigest()
+                if not source.get("candidate_email"):
+                    detected,_=extract_candidate_email(text)
+                    source["candidate_email"]=detected
+                resume=ExtractedResume(
+                    filename=source["safe_name"],
+                    candidate_id=str(source.get("inbox_message_id") or source.get("manual_upload_candidate_id") or uuid.uuid4()),
+                    text=text,
+                    page_count=1,
+                    truncated=False,
+                )
+                extracted.append((slot,resume))
+                continue
+            data=source.get("data")
+            source["sha256"]=hashlib.sha256(data).hexdigest() if data is not None else None
             try:
                 resume=await asyncio.to_thread(
                     extract_resume,data,source["safe_name"],settings.max_resume_chars
@@ -907,6 +1062,8 @@ class CandidateScoring:
                 if not source.get("candidate_email"):
                     detected,_=extract_candidate_email(resume.text)
                     source["candidate_email"]=detected
+                if not source.get("stored_resume_text"):
+                    source["stored_resume_text"]=resume.text
             except ATSError as exc:
                 fields_by_slot[slot]=candidate_failed_fields(source,exc.error_code,exc.public_message)
                 continue
@@ -925,6 +1082,19 @@ class CandidateScoring:
                 fields_by_slot[slot]=candidate_failed_fields(source,result.error_code,result.error_message)
         return fields_by_slot
 
+    async def _persist_extracts(self,sources):
+        """Write PDF extract onto inbox_messages / manual_upload_candidate, never onto candidates."""
+        for source in sources:
+            extract=(source.get("stored_resume_text") or "").strip()
+            if not extract:
+                continue
+            mid=source.get("inbox_message_id")
+            if mid is not None:
+                await Inbox_Messages.set_resume_text(self.session,mid,extract)
+            uid=source.get("manual_upload_candidate_id")
+            if uid is not None:
+                await Manual_UPLOAD_CANDIDATE.set_full_text(self.session,uid,extract)
+
     async def _sync_ats_results(self,source_kind,job,rows,sources,current_user=None,rescan_run_id=None):
         run_id=self._as_rescan_run_id(rescan_run_id)
         if source_kind=="inbox":

backend/migrations/manual/036_candidate_source_links.sql

@@ -0,0 +1,21 @@
+-- 036_candidate_source_links.sql
+-- Scored `candidates` rows point at the application that owns the CV text.
+-- Extract lives on inbox_messages.resume_text / manual_upload_candidate.full_text
+-- (so Inbox and CV Bank can fetch it). Do not duplicate that blob here.
+-- Drops resume_text if an earlier draft of this file added it.
+-- Applied at startup by alembic_setup.run_manual_sql().
+
+ALTER TABLE app.candidates
+    DROP COLUMN IF EXISTS resume_text;
+
+ALTER TABLE app.candidates
+    ADD COLUMN IF NOT EXISTS inbox_message_id UUID REFERENCES app.inbox_messages (id);
+
+ALTER TABLE app.candidates
+    ADD COLUMN IF NOT EXISTS manual_upload_candidate_id UUID REFERENCES app.manual_upload_candidate (id);
+
+CREATE INDEX IF NOT EXISTS ix_candidates_inbox_message_id
+    ON app.candidates (inbox_message_id);
+
+CREATE INDEX IF NOT EXISTS ix_candidates_manual_upload_candidate_id
+    ON app.candidates (manual_upload_candidate_id);

backend/tests/test_professional_summary.py

@@ -6,6 +6,7 @@ from uuid import uuid4
 from g_sheet.scoring import serialize_form_ats
 from inbox.serializers import serialize_ats_result, serialize_inbox_rescan_run
 from job.candidate.plugins import candidate_completed_fields, candidate_failed_fields
+from job.candidate.serializers import serialize_candidate
 
 
 def test_failed_fields_omit_professional_summary():
@@ -29,6 +30,38 @@ def test_completed_fields_include_professional_summary():
     source = {"safe_name": "a.pdf", "file_path": None, "sha256": "x"}
     fields = candidate_completed_fields(source, result)
     assert fields["professional_summary"] == "Python backend specialist in Engineering."
+    assert "resume_text" not in fields
+    assert "inbox_message_id" not in fields
+    assert "manual_upload_candidate_id" not in fields
+
+
+def test_completed_fields_link_inbox_and_manual_ids():
+    result = SimpleNamespace(
+        candidate_name="Ada",
+        job_title="Engineer",
+        current_company="Acme",
+        years_experience=6,
+        match_score=82,
+        matched_keywords=["Python"],
+        missing_keywords=["AWS"],
+        summary_critique="Strong Python, missing cloud.",
+        professional_summary="Python backend specialist in Engineering.",
+    )
+    inbox_id = uuid4()
+    manual_id = uuid4()
+    inbox_fields = candidate_completed_fields(
+        {"safe_name": "a.pdf", "file_path": None, "sha256": "x", "inbox_message_id": inbox_id},
+        result,
+    )
+    assert inbox_fields["inbox_message_id"] == inbox_id
+    assert "manual_upload_candidate_id" not in inbox_fields
+    assert "resume_text" not in inbox_fields
+    manual_fields = candidate_completed_fields(
+        {"safe_name": "a.pdf", "file_path": None, "sha256": "x", "manual_upload_candidate_id": manual_id},
+        result,
+    )
+    assert manual_fields["manual_upload_candidate_id"] == manual_id
+    assert "inbox_message_id" not in manual_fields
 
 
 def test_serialize_ats_result_includes_summary():
@@ -81,3 +114,39 @@ def test_serialize_inbox_rescan_run_includes_summaries():
     assert payload["summaries"] == [entry]
     assert payload["id"] == str(run_id)
     assert payload["done_count"] == 1
+
+
+def test_serialize_candidate_links_source_tables_not_resume_text():
+    inbox_id = uuid4()
+    row = SimpleNamespace(
+        id=uuid4(),
+        job_id=uuid4(),
+        source="inbox",
+        filename="a.pdf",
+        file_path=None,
+        content_sha256="x",
+        candidate_email="ada@example.com",
+        candidate_name="Ada",
+        job_title="Engineer",
+        current_company="Acme",
+        years_experience=6,
+        match_score=82,
+        matched_keywords=["Python"],
+        missing_keywords=["AWS"],
+        summary_critique="Strong Python.",
+        professional_summary="Python backend in Engineering.",
+        linkedin_url=None,
+        inbox_message_id=inbox_id,
+        manual_upload_candidate_id=None,
+        status="completed",
+        error_code=None,
+        error_message=None,
+        model="gpt-test",
+        created_by=uuid4(),
+        created_at=None,
+        updated_at=None,
+    )
+    payload = serialize_candidate(row)
+    assert payload["inbox_message_id"] == str(inbox_id)
+    assert payload["manual_upload_candidate_id"] is None
+    assert "resume_text" not in payload

frontend/src/api/candidates.js

@@ -159,6 +159,21 @@ export function scoreInbox(jobId, messageIds) {
   })
 }
 
+/**
+ * Re-score one candidate from stored professional_summary (no PDF re-read).
+ * Needs candidates.create. Pass the profile userId, or an inbox / manual id.
+ */
+export function rerunAts({ userId, inboxMessageId, manualUploadCandidateId } = {}) {
+  return request('/candidate/ats-rerun', {
+    method: 'POST',
+    body: {
+      user_id: userId || null,
+      inbox_message_id: inboxMessageId || null,
+      manual_upload_candidate_id: manualUploadCandidateId || null,
+    },
+  })
+}
+
 /**
  * Shared snake_case → camelCase view-model mapper for candidate rows, so the
  * three candidate screens agree on field names. Fields the backend does not

frontend/src/screens/CandidateProfile.jsx

@@ -84,7 +84,7 @@ function useCandidateDetail(userId) {
  * scorecard both land through the same refetch rather than through hand-patched
  * cache entries that could drift from the server's view.
  */
-function useProfileWrite({ userId, mutationFn, success, onDone }) {
+function useProfileWrite({ userId, mutationFn, success, error, onDone }) {
   const qc = useQueryClient()
   const { toast } = useToast()
   return useMutation({
@@ -95,7 +95,7 @@ function useProfileWrite({ userId, mutationFn, success, onDone }) {
       toast(typeof success === 'function' ? success(vars) : success, 'success')
       onDone?.()
     },
-    onError: (err) => toast(friendlyAuthError(err, 'Could not save. Please try again.'), 'error'),
+    onError: (err) => toast(friendlyAuthError(err, error || 'Could not save. Please try again.'), 'error'),
   })
 }
 
@@ -165,14 +165,24 @@ export default function CandidateProfile({
     success: (next) => `Rating saved — ${next}/5`,
   })
 
-  // Score the candidate's inbox CV against the assigned job with the ATS engine.
+  const qc = useQueryClient()
-  // Needs both an assigned job (what to score against) and a message (whose
+
-  // attachment to score); the refetch lands the new ai_score in this modal.
+  // Re-score from stored professional_summary (candidates table), not a PDF re-read.
-  const canScoreAts = isLive && Boolean(live?.assigned_job_post_id && live?.message_id)
+  const canRerunAts = isLive && Boolean(live) && (can('candidates.create') || can('candidates.edit'))
-  const scoreAts = useProfileWrite({
+  const rerunAts = useProfileWrite({
     userId: c.userId,
-    mutationFn: () => candidatesApi.scoreInbox(live.assigned_job_post_id, [live.message_id]),
+    mutationFn: () => candidatesApi.rerunAts({
-    success: 'CV scored against the assigned job',
+      userId: c.userId,
+      inboxMessageId: live?.message_id || undefined,
+      manualUploadCandidateId: live?.manual_upload_candidate_id || undefined,
+    }),
+    success: 'ATS match updated from the stored summary',
+    error: 'Could not run ATS match. Please try again.',
+    onDone: () => {
+      qc.invalidateQueries({ queryKey: qk.candidates.all() })
+      qc.invalidateQueries({ queryKey: qk.mailbox.all() })
+      qc.invalidateQueries({ queryKey: qk.analytics.all() })
+    },
   })
 
   const title = live?.job_title || c.currentTitle
@@ -189,9 +199,6 @@ export default function CandidateProfile({
     ? KANBAN_ORDER[stageIdx + 1]
     : null
 
-  // The REAL stage move (PATCH /candidate/stage) — the seed-only onAdvance walk
-  // is kept for seed candidates only. Requires pipeline.edit server-side.
-  const qc = useQueryClient()
   const advanceLive = useProfileWrite({
     userId: c.userId,
     mutationFn: () => pipelineApi.changeStage({
@@ -239,28 +246,31 @@ export default function CandidateProfile({
 
   const actions = isManager ? null : (
     <>
-      <button
+      <div className="flex gap-8" style={{ marginRight: 'auto', flexWrap: 'wrap' }}>
-        className={`btn btn-ghost star-btn${favorite ? ' on' : ''}`}
-        style={{ marginRight: 'auto' }}
-        disabled={isLive && (setFavorite.isPending || !live)}
-        onClick={() => (isLive ? setFavorite.mutate(!favorite) : onToggleFav(c))}
-      >
-        <Icon name="star" /> {favorite ? 'Favorited' : 'Favorite'}
-      </button>
-      {canScoreAts && (
         <button
-          className="btn btn-secondary"
+          className={`btn btn-ghost star-btn${favorite ? ' on' : ''}`}
-          disabled={scoreAts.isPending}
+          disabled={isLive && (setFavorite.isPending || !live)}
-          onClick={() => scoreAts.mutate()}
+          onClick={() => (isLive ? setFavorite.mutate(!favorite) : onToggleFav(c))}
         >
-          <Icon name="sparkles" /> {scoreAts.isPending ? 'Scoring…' : 'Score with ATS'}
+          <Icon name="star" /> {favorite ? 'Favorited' : 'Favorite'}
         </button>
-      )}
+        {isLive && (
-      {onAtsMatch && (
+          <button
-        <button className="btn btn-secondary" onClick={() => onAtsMatch(c)}>
+            className="btn btn-secondary"
-          <Icon name="target" /> ATS Match
+            disabled={!live || rerunAts.isPending || !canRerunAts}
-        </button>
+            title={
-      )}
+              !can('candidates.create') && !can('candidates.edit')
+                ? 'Needs candidates.create'
+                : !live?.assigned_job_post_id && !(live?.suggested_job_post_ids || []).length && !live?.manual_upload_candidate_id
+                  ? 'Assign a job before running ATS'
+                  : undefined
+            }
+            onClick={() => rerunAts.mutate()}
+          >
+            <Icon name="target" /> {rerunAts.isPending ? 'Matching…' : 'ATS Match'}
+          </button>
+        )}
+      </div>
       {isLive ? (
         <button
           className="btn btn-primary"

frontend/src/screens/Candidates.jsx

@@ -740,7 +740,6 @@ function RecruiterCandidates() {
           onClose={() => setProfileFor(null)}
           onAdvance={advance}
           onToggleFav={toggleFav}
-          onAtsMatch={(c) => { setProfileFor(null); openAts(c) }}
         />
       )}
 

frontend/src/screens/Inbox.jsx

@@ -2917,6 +2917,14 @@ function ApplicationDetail({
               )}
             </div>
           )}
+          {resumeText ? (
+            <div style={{ marginBottom: 16 }}>
+              <div className="fw-600" style={{ marginBottom: 6 }}>Extracted CV</div>
+              <pre className="resume-thumb is-full" style={{ maxHeight: 280, overflow: 'auto' }}>
+                {resumeText}
+              </pre>
+            </div>
+          ) : null}
         </div>
 
         <div role="radiogroup" aria-label="Suggested roles" style={{ flex: '0 1 360px', minWidth: 260 }}>