The BACKLOG claimed this was blocked on incomplete `policy_types` rows.
Querying the dev database says otherwise: AUTO (1316 policies) and LICENCIAS
(306) are both live and healthy, so ANA's two faces were never blocked at
all. Three separate things had been conflated.
What the parser now emits is a NAME, not an id -- it is a pure function over
text and must not reach for the database:
ANA AUTOMOBILE -> AUTO
ANA DRIVER'S POLICY -> LICENCIAS
GMX (both documents) -> MULT
`resolveLookups()` turns that into a foreign key at confirm, and does the
same for the carrier off the parser's provider code. It resolves, never
creates: a missing `policy_types` row means a human deleted it, and silently
recreating it would undo that with no record. An explicit `policyTypeId` /
`insuranceProviderId` on the confirm payload always wins.
GMX is MULT rather than INCENDIO because the caratula's own header reads
"Multiple Policy / Home" and the especificación is "PVL Hogar" -- one product,
two artifacts. MULT is the live row carrying 769 of them; INCENDIO is fire-only
and no policy in the book has ever used it.
The parser's provider code is not the carrier's row name, so PROVIDER_ROW_NAME
maps ANA onto "ANA SEGUROS", which is where the office's 738 ANA policies
already are.
--- the actual defect underneath -----------------------------------------
`policies.policyTypeId`, `policies.insuranceProviderId` and
`claims.adjusterId` are all ON DELETE SET NULL, and the lookups screen deleted
unconditionally. So deleting a lookup row returned 200 and silently blanked
the field on every row referencing it -- no error, nothing in the UI. That is
how M_EMPR disappeared and left 5 policies with no ramo, found months later
only by querying.
All three deletes now refuse while the row is in use, naming it and the count
("El tipo de póliza «M_EMPR» está en uso por 5 póliza(s)"). The schema-level
`onDelete: Restrict` the spec once recommended is deliberately not used: a raw
FK error is not something the operator can act on.
`20260815160000_policy_type_repair` cleans up what already happened:
- restores M_EMPR and re-points its 5 policies, scoped to
`policyTypeId IS NULL AND legacySourceTable = 'm_empr'` so it can never
claim a policy blanked for some other reason
- merges the duplicate "ANA" carrier (1 policy) into "ANA SEGUROS" (738).
OCR is about to start assigning the carrier automatically and two rows
would keep splitting the book. Written as joins, not subqueries, so both
statements are no-ops when either row is absent -- a subquery form would
resolve to NULL and blank the carrier off every ANA policy.
- does NOT restore INCENDIO. It is the other row the migration would have
produced, but the legacy INCENDIO table has 1 row that never loaded, so
the type has zero policies and restoring it would only put a dead option
in the type picker.
Verified by running the repair against the real broken dev data inside a
transaction and rolling back: 5 orphans -> 0, ANA/ANA SEGUROS -> one row with
739, and a second run in the same transaction changes nothing. The DDL half
matches `prisma migrate diff` exactly.
186 tests pass.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
26 KiB
Insurance Policy OCR Capture
Reads an insurance policy PDF the office downloads from a carrier portal,
proposes the Policy row it should become, and lets staff confirm. Built
2026-08-01 (5e9cb12), live under /polizas/captura.
Why this exists — it was not planned
This feature is not in any spec. It came out of building the utility
statement OCR intake in RECEIPT_CAPTURE_SPEC.md
§2: once there was a working render → OCR → parse → match → review pipeline
for CFE/CESPT/Telnor receipts, it was obvious the same shape applies to the
other stack of paper this office keys in by hand every week — the carrier
policy PDFs behind every Policy row.
The two are the same job with a different document on the scanner. Keeping that recognition cheap is the whole point of how it was built: the pipeline was reused, not copied.
OcrModule(apps/api/src/ocr/ocr.module.ts) was extracted out ofStatementsModulein this same commit, purely soPolicyOcrModulecan injectOCR_PROVIDERwithout dragging in the statement pipeline.StatementsModulenow imports it and binds nothing itself. That extraction was blocking: without it the policy module could not resolve the provider at all.- The engine stays Tesseract behind the same swappable seam, so a managed extraction API remains a one-line change in one file for both features.
- The intake screen is a mode of the existing policy-creation screen, the same way OCR receipt capture is a mode of Captura — not a new menu entry.
What ships
| Piece | Path |
|---|---|
| API module | apps/api/src/policy-ocr/ (service, controller, DTOs, matcher, parser) |
| Shared OCR seam | apps/api/src/ocr/ocr.module.ts |
| Tables | policy_ocr_batches, policy_ocr_documents (20260801000000_policy_ocr_intake, extended by 20260815120000_policy_ocr_ana and 20260815160000_policy_type_repair) |
| Web | components/PolicyCaptura.tsx (tab shell), PolicyOcrIntake.tsx (upload), PolicyOcrReview.tsx (review queue) |
| Abilities | policy:ingest, policy:ocr-review — both STAFF |
Abilities are STAFF for the same reason statement OCR is: nothing reaches the books unconfirmed, and the review step is what makes machine capture safe at that tier.
The screen
PolicyCaptura is one screen with two ways in, mirroring Captura.tsx:
/polizas/nuevo→ manual tab (PolicyForm, every field by hand)/polizas/captura→ automática tab (PolicyOcrIntake, drop a PDF)/polizas/captura/[id]→ the batch review queue
Both modes end at the same place — a Policy row on a customer's file — so
they are modes of one screen rather than two menu entries. Either URL renders
the same component, so the tab toggle works from either entry point and old
bookmarks land on the right tab.
Pipeline
upload PDF → store source → render pages → text layer? → parse → match → review → confirm
- Store the source.
policy-ocr/{batchId}/source-N.pdf, before anything else touches it. - Render + read. Every page is rendered to
policy-ocr/{batchId}/page-M.png. Text-layer wins when the PDF has one (cheap, exact); the rendered image is OCR'd only when it does not — the same precedence rule as the statement pipeline. Carrier-portal PDFs are usually born-digital, so most of the time no OCR runs at all. - Parse. Provider detected by brand signal first
(
GMX,Grupo Mexicano de Seguros,gmx.com.mx,JUNTOS EL RIESGO ES MENOR), layout patterns only as fallback — the same ordering rule the statement parser needed. - Match. Against
Policy.policyNumber. - Review + confirm. Nothing is written to
Policyuntil a human confirms.
One PDF = one policy
This is the sharpest difference from statement OCR, and it inverts that feature's core assumption.
Utility statements arrive bundled, one customer per page — so there, one
page is one document and the parser runs per page. A policy PDF is the
opposite: the GMX certificate is a 2-page document where page 1 carries the
contract header and page 2 carries the per-coverage table (and the PVL
especificación runs to ten), and every page describes the same policy. So
the pipeline concatenates every page's text
(\n\n between pages, which also keeps ocrRawText readable for debugging)
and runs the parser and the matcher exactly once per file.
Consequences worth knowing before touching this code:
PolicyOcrDocument.pageNumberis repurposed as the file ordinal within the batch (1, 2, 3…), not a page index. The(batchId, pageNumber)unique constraint still holds, and one batch still carries many policies — one per uploaded file.- Parser regexes are anchored across the whole concatenated text (
^From$,^Currency\s+…), which is why the page-boundary blank line matters. ocrConfidenceon the row is the mean across the file's pages.- A file that fails to parse produces exactly one
OCR_FAILEDrow — the right granularity, and the page PNGs stay on disk for a re-run after a parser fix.
storageKey is the source PDF, not a page image
PolicyOcrDocument.storageKey points at source-N.pdf. The review screen
embeds that file directly, so the reviewer looks at the exact artifact the
office received and gets the browser's native PDF scrolling, zoom and text
selection for free. Rendered PNGs are still written for future re-OCR or an
image-based audit, but nothing points at them as the document's identity.
(The statement side does the opposite — there storageKey is the page image,
because a page is the document.)
Matching: policy number only, never the insured name
PolicyMatcherService matches on Policy.policyNumber and nothing else.
The certificate's "Insured" line is the account's registrant, which drifts
from the customer the office actually holds the file under — the same finding
the statement matcher is built around (a CESPT receipt reading
ARNAIZ ROSAS ELSA AURORA for a customer this office holds as CATT, RANDY).
Names are shown to the reviewer as a sanity check and never feed matching.
Rows on policyNumber |
Result |
|---|---|
| exactly 1 | MATCHED, confident — the only unambiguous hit |
| 0 | new policy: review offers a customer picker, confirm creates the row |
| >1 | surfaced as candidates, human picks |
More than one hit is never auto-resolved. Duplicate policy numbers across customers do occur (one group policy bound by two related parties), and picking arbitrarily would silently book the wrong coverage against the wrong person.
GMX ships two unrelated documents for the same policy
The office downloads both from the same portal, and either can land in a
batch. They share only the brand and the policy number, so parseGmx is a
two-line dispatcher over two real parsers — both returning provider: "GMX",
because the matcher keys on the policy number alone and must not care which
artifact was uploaded.
Caratula (…_Traduccion.pdf) |
Especificación (…-CondicionesParticulares.pdf) |
|
|---|---|---|
| Language | English (free translation) | Spanish |
| Shape | boxed header table + 4-column coverage table | 10 pages of prose, no tables at all |
| Header fields | Policy / Insured / Broker / Term / From / To / Currency | insured name, risk location, property description |
| Dates, broker, currency field | yes | none printed |
| Coverages | one row per risk | section heading + Límite Máximo de Responsabilidad: |
| Parser | parseGmxCaratula |
parseGmxEspecificacion |
Selected by isEspecificacion on the PVL page header
(ESPECIFICACIÓN QUE SE ADHIERE, PVL Hogar, Nombre del asegurado).
Three things about the especificación are worth knowing before touching it:
-
The policy number's group widths differ between the two. The caratula reads
007-037-07005947-0000-02and the especificación07-037-07006957-00000-01— 2 digits in the first group, 5 in the fourth. The original parser pinned the widths, so it read one family and returned null on the other.POLICY_NUMBER_SHAPEnow matches the shape, and since the especificación prints the number on all ten page headers, the ten readings cross-check each other (disagreement is noted, not resolved — the same rule the zona federal parser applies to its clave). -
Coverages are found by anchoring on the limit label and walking backwards for the heading. There is no row shape to match. A heading is a short line preceded by a blank line — that last condition is the whole trick, since length alone cannot tell a heading from the wrapped tail of the paragraph above it (
efectuados.,Y CADA PÉRDIDA.), and without it coverages get named after the last word of the preceding prose. -
Vigencia, agente and prima are absent by design, not unread. The parser says so in a note, so a reviewer seeing three empty fields does not read it as a broken parse.
These three are keyed in by hand — confirmed 2026-08-14 with Luz, who handles GMX policies at the office. The review screen already has editable inputs for all three, and
postPremiumenables off the typed premium, so a hand-entered prima posts to the ledger exactly like a parsed one. No code change was needed to support this; it is a process decision, recorded here because the parser's own note now instructs the reviewer accordingly.A blank vigencia is silently permanent.
Policy.policyTois nullable and the renewals window query filterspolicyTo: { gte, lte }(renewals.service.ts), so a policy confirmed without one never matches and never gets a renewal notice — no error, no warning, and nothing later notices. This is why the parser's note names the consequence instead of just listing the missing fields.
An excluded catastrophic risk is recorded as excluded in the risk label
(Terremoto o erupción volcánica — Sección Edificio: EXCLUIDO) with a null
amount, never as 0: a coverage insured for zero and an excluded coverage are
the same number and very different facts, and ParsedCoverage has no field
for the distinction.
A.N.A. ships two unrelated faces too
A.N.A. Compañía de Seguros is the Rosarito office's tourist auto book. Same
split as GMX, different reason: GMX ships two documents about one policy,
A.N.A. ships two products.
AUTOMOBILE (SPECIAL POLICY FOR TOURISTS) |
DRIVER´S POLICY (the office says licencia) | |
|---|---|---|
| Insures | a specific car | up to five named drivers, whatever they drive |
| Vehicle table | ITEM / YEAR / MAKE / BODY / SERIAL No. / PLATES |
none |
| Insured | one INSURED cell |
numbered POLICY HOLDER list |
| Value columns | one (LIMIT OF LIABILITY) |
two (SUM INSURED, PREMIUM) |
| Sections | 9, numbered | 6, unnumbered, in a different order |
| Parser | parseAnaAutomobile |
parseAnaDriverPolicy |
Selected by isAnaDriverPolicy on the title band.
The four automobile products the office sells — amplia and responsabilidad
civil, each annual or by-the-day — are the same layout with different
numbers. "Amplia" prints a vehicle value and COVERED on sections 1–2;
"resp. civil" prints 0.00 and EXCLUDED. That is data, not a layout, so
there is one parser rather than four.
Things worth knowing before touching the ANA parsers:
- These are born-digital portal PDFs, so
pdftotext -layoutreturns exact glyphs and exact columns. The driver's policy parser uses that:SUM INSUREDandPREMIUMprint the same shape (100,000.00 usd./18.70 usd.) with no per-row label, so horizontal position is the only thing that separates them. The split is computed from the header's own column offsets rather than hardcoded, because they shift between products. If a scan ever arrives without column fidelity, every amount is reported as a sum insured and the reviewer is told the split failed. - The money row is read positionally, not by finding six amounts. An
unused
DISCOUNTprints as a bare-, so an "amounts in order" reading shifts every value one column left on a discounted policy. The parser requires exactly six whitespace-separated cells or reports the row unread. - Each PDF prints its face two or three times (ORIGINAL, AGENT COPY, then
a summary receipt and three travel ID cards), and the pipeline concatenates
every page before parsing. The coverage walk is bounded to the first copy
and the driver list to the first
POLICY HOLDERblock. Unbounded, the licencia returns the same person three times — which reads as a three-driver policy, not as a bug, so nothing downstream would catch it. - Two five-digit numbers sit in the header band and only one is the agent
clave: the other is the agent's own postal code
(
ROSARITO, BAJA CALIFORNIA 22710). Likewise the agent's street address readsBENITO JUAREZ 25 No.50 INT 38, three lines above theNo.cell that holds the policy number — hence the two-space floor afterNo.. - Sections 6–8 print a PREMIUM where the others print a limit. $40 is what
legal aid cost, not a $40 liability limit, so it lands on
ParsedCoverage.premium(a field GMX never fills) and gets its own column on the review screen. Adding the two together would be meaningless. coveragePeriodDaysmatters here and nowhere else. A.N.A. sells 3- and 4-day policies.Policy.coveragePeriodDaysdefaults to 365, so a weekend policy left at the default sits in the renewals window a year out. The term is derived from the two dates and cross-checked against the printedDAYScell; a disagreement is noted rather than resolved.
Exclusions follow the GMX rule — recorded in the risk label
(MATERIAL DAMAGE — VEHICLE: EXCLUDED) with a null amount, never as 0. It
matters more here: a responsabilidad-civil policy prints 0.00 for material
damage, so the two are visually identical on the page.
Vehicles and drivers
A.N.A. is the first provider whose face carries either, so confirm now writes
Vehicle and InsuredDriver rows alongside the Policy
(applyVehiclesAndDrivers). The parsed values are stored on the document as
extractedVehiclesJson / extractedDriversJson and shown read-only in the
review queue, so a misread VIN is catchable before it is applied.
Both inserts skip a row that already exists on the policy, matched on the identifier the document prints — VIN then plate for a vehicle (A.N.A.'s TRAILER and TOWING slots have no VIN), licence number then name for a driver. The case that forces this is confirming a renewal onto an existing policy: a blind insert leaves the customer with the same VIN listed twice and no way to tell which row the renewal belongs to.
Nothing is ever updated or deleted there. A vehicle whose plate changed lands as a second row for a human to reconcile — the safe half of the mistake, since an overwrite would destroy the only record of what was insured last term.
The vehicle table is parsed by token role, not by column offset, because
BODY is the cell that wraps: PACIFICA is one token and GENESIS SEDAN is
two, so a fixed token count reads the VIN out of the wrong slot on the second.
The 17-character VIN is the anchor and BODY is whatever sits between the
make and it.
What the parser reads, and the field it cannot
ParsedPolicy fields are all nullable on purpose: each carrier prints a
different subset, and the matcher and review queue both work better with
"field was read" vs "field was not" than with a guess.
Read from the GMX certificate: policy number, insured name, additional
insured, broker (→ Policy.agentName), legal address, ZIP, policyFrom /
policyTo / policyDate, currency, premium-payment cadence, and the full
per-coverage table (risk, insured amount, deductible, loss participation)
preserved verbatim.
Read from an A.N.A. face: all of the above except additional insured and broker parens, plus the premium (A.N.A. prints it — see below), the policy fee, the total, the term in days, the vehicle table, and the named drivers with their US licence numbers. The tax and the agent clave have no column in the schema and ride in the notes.
The GMX certificate carries no premium. Not "sometimes missing" — the document does not have the figure. It lives on GMX's separate
reciboPDF. The parser leavesnetPremium/policyFee/brokerFee/totalnull and pushes a note onto the row — "esta página no trae prima; revisar el recibo de GMX por separado" — so the reviewer sees why the field is empty rather than assuming a read failure.
This is also why confirm never overwrites an existing Policy.netPremium
with null: the certificate not carrying a premium is not evidence that the
premium is gone.
A.N.A.'s faces do print one — the DISCOUNT / PREMIUM / POLICY FEE / TAX / LOCAL TAX / TOTAL row is on the same page — so an ANA document reaches the
review queue with netPremium populated and postPremium already ticked.
Deductible and loss participation are stored as strings ("5%", "20%",
"USD 1,000") — they are printed as a mix of percentages, currency amounts
and free text, and normalising them would lose the distinction.
Policy type and carrier
Confirm sets Policy.policyTypeId and Policy.insuranceProviderId from what
the parser read.
| document | policyTypeName |
|---|---|
ANA AUTOMOBILE |
AUTO |
ANA DRIVER´S POLICY |
LICENCIAS |
| GMX caratula and especificación | MULT |
The parser emits a name, never an id — it is a pure function over text and
must not reach for the database, so resolveLookups() in the service turns the
name into a foreign key. A renamed lookup row is then a data change rather than
a parser change.
Resolve, never create. A missing policy_types row means a human deleted
it, and silently recreating it would undo that with no record. The field stays
null and the reviewer adds the row through the lookups screen. An explicit
policyTypeId / insuranceProviderId on the confirm payload always wins.
Two judgement calls worth recording:
- GMX is
MULT, notINCENDIO. The caratula's own header reads "Multiple Policy / Home" and the especificación is "PVL Hogar" — one product, two artifacts.MULTis the live row carrying 769 of them;INCENDIOis fire-only and no policy in the book has ever used it. - The parser's provider code is not the carrier's row name. The office's
book is filed under
ANA SEGUROS, soPROVIDER_ROW_NAMEmapsANAonto it. A bareANArow with 1 policy also existed and is merged away by20260815160000_policy_type_repair.
Deleting a lookup row used to be silent data loss.
policies.policyTypeId,policies.insuranceProviderIdandclaims.adjusterIdare allON DELETE SET NULL, and the lookups screen deleted unconditionally — so the delete returned 200 and blanked the field on every row that used it. That is howM_EMPRvanished and left 5 policies with no ramo, found months later by querying. All three deletes now refuse while the row is in use, naming it and the count. SeeassertLookupUnusedand BACKLOG §2.1.
Confirm: what actually gets written
Per confirmed document, in order:
- The
Policyrow — updated if a policy was matched, created under the picked customer if not. Only non-nullextracted*fields are written; null never overwrites existing data.policyTypeIdandinsuranceProviderIdare resolved first (above) and left untouched when unresolvable, so an existing policy never loses a type or carrier it already had. VehicleandInsuredDriverrows — for the providers whose face carries them (A.N.A.; never GMX Hogar), skipping any that already exist on the policy. See Vehicles and drivers above.- A
PolicyDocument— the source PDF is streamed into the policy's storage namespace and attached, so the paperwork stays with the policy. ItsdocumentTypeis named after whichever parser claimed the page (ANA_POLICY,GMX_POLICY). - Optionally a
Transaction—INSURANCEdomain, negative amount (a charge),captureSource: "OCR",captureRef= the document id.
The ledger write is opt-in twice over: staff must tick postPremium
and a premium must have parsed to a positive number. Without that gate the
premium-less certificate above would silently book a $0 charge on every
confirm.
createdPolicyId and postedTransactionId are unique columns on the
document row, so a double-confirm cannot re-apply — and a POSTED document
is refused outright.
Discarding a batch is refused once any page is POSTED: a partly-applied
batch has already written Policy (and possibly Transaction) rows, and
hiding the paperwork behind a "discarded" label would leave those rows
unexplained. Reject the remaining pages individually instead.
API surface
| Method | Route | Ability |
|---|---|---|
GET |
/policy-ocr/status (is OCR + storage available) |
authenticated |
GET |
/policy-ocr/batches, /batches/:id, /batches/:id/documents |
authenticated |
GET |
/policy-ocr/documents/:id/page (streams the source PDF) |
authenticated |
POST |
/policy-ocr/batches (upload) |
policy:ingest |
PATCH |
/policy-ocr/documents/:id (edit the extracted fields) |
policy:ocr-review |
POST |
/policy-ocr/documents/:id/reject |
policy:ocr-review |
POST |
/policy-ocr/batches/:id/discard |
policy:ocr-review |
POST |
/policy-ocr/batches/:id/confirm |
policy:ocr-review |
Requirements
Same as statement OCR: object storage (S3_ENDPOINT + credentials) for the
source PDFs and page images, and tesseract-ocr / tesseract-ocr-data-spa /
poppler-utils in the API image. GET /policy-ocr/status reports both; if
either is missing the feature reports itself unavailable and only this
feature is disabled.
Tests
apps/api/src/policy-ocr/parsers/policy-parser.spec.ts — 58 cases against
verbatim text extracted from five real documents, indentation and blank lines
included (the column positions are what the parser reads, so a cleaned-up
fixture would test nothing — and on A.N.A.'s driver's policy the offsets are
literally the only thing separating two columns).
From HC_Folio_000767_Traduccion.pdf (caratula): provider detection from the
wordmark and from the footer URL, the header fields, every coverage row off
the second page, the deductible/loss-participation strings, the
missing-premium note, the broker line with the agent-number parens absent,
and a page with no GMX signal at all (which must yield no provider rather
than a bad guess).
From 007_LGS-HGMX_07006957_01_0-CondicionesParticulares.pdf
(especificación): the differently-grouped policy number, the risk location
read across its wrapped line, the empty Asegurado Adicional cell that must
not capture the next line, the absent-by-design fields, currency taken from
the USD limits rather than the M.N. sublimits in the body prose, a limit
split under Edificio / Contenidos sub-labels, a limit printed on the
label's own line, a deductible stated as a sentence above its limit, a
sublimit block whose amount sits after both a blank line and a page break,
the excluded earthquake coverage, and the hydrometeorological deductible and
coinsurance pulled from their own per-zone block.
Plus four cases in apps/api/src/policies/lookup-delete-guard.spec.ts pinning
the refusal that stops a lookup delete from silently blanking the rows that use
it, and four in the parser suite on the policy-type NAME each document yields.
From the three A.N.A. PDFs: brand detection (and that GMX's layout rules
cannot claim an ANA page), the header band, DD MM YYYY read out of three
separate column cells, the six money cells with DISCOUNT printed as a bare
-, the vehicle row with a one-word and a two-word BODY cell, the empty
TRAILER/TOWING slots, the agent street number and postal code that must not
be read as the policy number and clave, the declared values labelled by item
slot, the $500.00 inside the deductible sentence that is not a sum insured,
the per-person/per-accident split in both of its printed forms, an add-on's
figure recorded as a premium, section 9's parenthesised limit, the by-the-day
term, the excluded sections, the column-position split on the driver's policy,
its different section order, and — for both faces — that a doubled or tripled
input yields one set of coverages and one driver rather than one per copy.
Four of the GMX cases are regression tests for ways the parser can silently attach
the wrong value rather than none — a neighbouring coverage's prose read as
a deductible, the page-level DEDUCIBLES: paragraph read as one, a coverage
named after a wrapped prose tail, and one section's per-zone deductible
adopted by the coverage above it. Each was a real defect caught by running
the parser against the full ten-page document.
Not built
- GMX and A.N.A. only. The dispatcher (
detectPolicyProvider) is a table of[provider, pattern]pairs plus aparsersmap, so adding Qualitas is a parser function and two entries — but no other carrier's layout has been seen yet, and guessing at one produces a parser nobody can verify. - The
reciboPDF. Reading the premium off GMX's separate receipt document, and pairing it to the certificate it belongs to, is the obvious next piece. It is what would letpostPremiumstop being a manual tick. - Renewals from OCR. A re-issued policy arrives as a new certificate with the same number; confirm updates the existing row rather than versioning it. Nothing tracks "this is the 2027 issue of that policy".
Related
-
STATEMENT_OCR.md— the utility statement pipeline this was lifted from, as built.RECEIPT_CAPTURE_SPEC.md§2 is its design and the measured evidence behind it. Between them they are the origin of three rules the policy parser applies: detect the provider by brand before layout, only ever apply the Tesseract digit-confusion map (O→0,S→5,B→8, …) to fields known to be digits, and parse amounts by separator position rather than assuming,is thousands.Those last two are duplicated on purpose, not imported: the module is kept self-contained, since sharing a helper would couple two unrelated domains through it. If you fix a bug in one, check the other.
-
INSURANCE_FEATURES_SPEC.md— the four insurance features that were planned. This is not one of them.