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For product teams

Make routine text work reviewable.

Turn a flexible queue into structured drafts your team can evaluate. Start with source text, keep the original, and review model output before it reaches your product.

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Illustrative workflow. Model and service validation are pending.

A place for every input and outcome.

Extract with a schema.

Specify which fields matter and leave unsupported values unknown. Validate the output in your application.

Compare with the source.

Use approved examples to judge quality. Model fit depends on the actual workload, not a generic benchmark.

Reconcile the work.

Track the accepted limit, actual usage, and resulting receipt for every completed request.