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Extract structured information

Which facts need to become reliable fields?

PrivacyNon-sensitive inputsDeploymentHosted service allowedScaleOccasional to moderate volumeLatencyInteractive, not real-timeBudgetBalanced quality and costReliabilityHuman review for consequential output
Refine these assumptions in the Calibration Room

3 candidates. No automatic winner.

These are dated starting points under the disclosed defaults. Evaluate these approaches against your workload.

Quality & reliability

Mistral OCR 4.1

Inside: document media pipeline

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A specialized document candidate for OCR and structural extraction.

TradeoffOCR output still needs schema validation and field-level evidence review.

Why?
  • supports extract
  • accepts image
  • fits quality-reliability
Go deeper

This approach joins the release mistral-ocr-4.1 to the deployment offer mistral-ocr-4-1-api. The recommendation is dated RS interpretation, not a provider ranking.

Technical details

Modalities: image. Access: proprietary. Evidence class: rs-interpretation.

Evaluation plan

  1. Sample every document class.
  2. Score field accuracy and abstention.
  3. Route low-confidence fields to people.
Inspect the model recordProvider source

Speed & cost

Cohere Command A+

Inside: document media pipeline

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A private-cloud multimodal option for extraction plus downstream reasoning.

TradeoffGeneral model flexibility may cost more than a specialized OCR stage.

Why?
  • supports extract
  • accepts image
  • fits speed-cost
Go deeper

This approach joins the release command-a-plus-05-2026 to the deployment offer cohere-command-a-plus-vault. The recommendation is dated RS interpretation, not a provider ranking.

Technical details

Modalities: text, image. Access: proprietary. Evidence class: rs-interpretation.

Evaluation plan

  1. Use the same document sample.
  2. Compare field accuracy and throughput.
  3. Measure private deployment cost and review effort.
Inspect the model recordProvider source

Control & locality

Mistral Small 4

Inside: document media pipeline

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A self-hosted multimodal route for sensitive extraction workflows.

TradeoffLocal serving and validation capacity must match the document volume.

Why?
  • supports extract
  • accepts image
  • fits control-locality
Go deeper

This approach joins the release mistral-small-4 to the deployment offer mistral-small-4-local. The recommendation is dated RS interpretation, not a provider ranking.

Technical details

Modalities: text, image. Access: open-weight. Evidence class: rs-interpretation.

Evaluation plan

  1. Run the sample on intended hardware.
  2. Compare schema and field accuracy.
  3. Measure throughput and exception rate.
Inspect the model recordProvider source
See what did not enter this shortlist

No additional approaches were evaluated for this job.