Premium skill

Extract structured data you can defend

Production structured-output pipelines on the AI SDK: schemas designed from downstream needs, bounded validation and repair, confidence routing to human review, and per-field accuracy on a golden document set.

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Plan: Premium
Access: Gated
Install: Tokenized
Authored files: 9

Install with skills CLIPremium skills install through a short-lived private link.

$ npx skills add … --skill extract-structured-data

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What you get

Schemas from the consumer

Derive fields from what the downstream system reads, with absence semantics and normalization contracts reviewed before extraction code.

Bounded repair, never silent failure

Schema validation is the write gate. Cap repair attempts and dead-letter documents that exhaust them.

Per-field accuracy

Golden sets report precision and recall per field and document class, not a blended 90 percent score.

Confidence routes to review

Thresholds come from measured error cost. Low-confidence values never silently reach production writes.

Ship typed records you can defend

Pairs with Build AI SDK Agent Evals for measurement conventions and Better Generative UI when you stream partial objects into review surfaces. Routes degraded scans and corpus-scale parsing to Ingest Messy Documents rather than absorbing that method here.

An invoice pipeline that refuses to write until the schema parses and totals balance.
A team that thought extraction was 90 percent accurate until per-field metrics showed tax ids failing.
A contract review UI that fills fields as partial objects stream, then captures corrections as golden cases.
A 100k document month where batching and eval-gated cheaper models cut cost without regressing high-risk fields.

Stop trusting plausible JSON

Available with Premium. The private install link expires; the downloaded skill does not. Generate a fresh link when you want to update it.