Submission intake & extraction
Inbound submissions become structured fields with a confidence per field, and low-confidence ones go to a human.
A submission arrives as an ACORD form, a broker email, a schedule of values or a loss run, and the first job is turning it into fields something can reason about. Extraction returns each field with the value, the method that produced it and a confidence — and the confidence is used, not decorative: fields below the bar are held for review rather than written through as though they were certain.
Extracted parties are resolved against the existing book rather than created blindly. Candidate matches are returned with their scores so an operator sees why a submission was linked to an existing insured, and an ambiguous match is a decision someone makes rather than a silent merge of two accounts.
Nothing is applied to a real submission until a human accepts it. Extraction produces a proposal; the apply step is separate, gated and audited. That separation is the point — it means an extraction error is a rejected suggestion rather than a corrupted submission that has to be traced back later.
What it does
- Extract structured fields from inbound submission documents, each with its value, method and confidence.
- Hold low-confidence fields for review instead of writing them through as certain.
- Resolve extracted parties against the existing book and return candidate matches with scores.
- Keep extraction as a proposal, with a separate, gated and audited apply step.
- Record the extraction run so a field's origin is answerable later.
Implements
- ACORD submission forms
- Per-field confidence and method provenance
- Human-accepted apply step
See it in the product
Run extraction on a submission and look at the result before applying it: each field carries its method and confidence, and the submission itself is unchanged until the apply step is called.