Schema-first automation

Custom Extraction for Ops and Legal

Define your schema once. Get consistent structured outputs every run.

Who this delivers the biggest impact for

Legal ops, compliance, and back-office teams managing high-variance documents

Manual review breaks at scale when every document format looks different.

Live sample output

Input: MSA + order form set from two counterparties.

Schema constraints plus citations keep legal review fast and audit-safe.

Step 1

Define obligations, totals, dates, parties, and identifiers in one contract.

Step 2

Apply the same schema version across incoming format variability.

Step 3

Use confidence and source anchors to refine quality over time.

Version schemas via `/api/v1/schemas` and execute repeatable runs via `/api/v1/extractions/runs`.

POST /api/v1/uploads/init

PUT /api/v1/uploads/direct/{key}

POST /api/v1/documents

POST /api/v1/jobs

GET /api/v1/documents/:id/outputs

Can we keep multiple active schema versions?

Yes. Versioning is a first-class workflow, so teams can roll out changes with control.

How do we monitor extraction quality over time?

Track confidence, citations, and eval metrics across repeated runs and schema revisions.

Define your schema once. Get consistent structured outputs every run.