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jorgecuadros-platform/packages/database
rmancinasandClaude Opus 5 81938877ed
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feat(policy-ocr): suggest the customer from the printed insured name
The office books customers surname-first ("WAGONER, PAMELA") and carriers
print them given-name-first ("PAMELA DENISE WAGONER"), so the review screen
made staff retype a name the parser had already read. Comparing normalized
token sets makes the two orderings the same thing.

Only on the zero-hit path, where the policy number found nothing and a human
has to pick a customer anyway. The suggestions are written to a new
`customerSuggestions` column rather than `matchCandidates`, which the review
screen reads as policy-number hits, and they never set `matchedCustomerId` or
`confident` — matching on `Policy.policyNumber` is unchanged.

Two tiers, drawn where the real book has cliffs: EXACT (identical token sets)
and PARTIAL (containment, >=2 shared tokens, surname present). Of 1536
customers, 1487 have a distinct token set, so EXACT cross-person collisions
are ~0; loosen to surname + first given name and 131 (8.5%) collide, and 185
surnames are shared by 524 customers, which is why one token is never enough
and the surname must be printed explicitly. Replaying every book row as a
carrier would print it: 97.9% top-ranked correct, 1.2% a different row, all
but two of those the same human on a duplicate or variant row.

Normalization folds accents (OCR's MUNOZ reaches the book's MUÑOZ), drops
initials, Spanish particles, JR/S.A. DE C.V., and any token with a digit —
ANA prints the phone hard against the name as `Ph.3102001538`. Names over 8
tokens or 80 characters are refused outright, because GMX's especificación
has no field labels and the parser has handed its whole first page over as
`insuredName`.

Not used for utility statements: there the registrant genuinely is not the
customer, so the same trick would be wrong rather than noisy.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-15 12:37:23 -07:00
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2026-08-15 18:59:38 +00:00