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The ModelariumAll Worlds

The Calibration Room

A separate instrument room for constraints that apply across every job. Calibration is optional; every adjustment leaves a visible trace.

Privacy
Deployment control
Scale
Latency
Budget posture
Reliability stakes

Your decision trace

Adjust the six dimensions. The URL records the decision state so another person can inspect it.

Privacy
non sensitive
Deployment control
hosted ok
Scale
moderate
Latency
interactive
Budget posture
balanced
Reliability stakes
human reviewed

Why the view changed

Hard constraints remove unsupported approaches. Surviving candidates remain separated by tradeoff lane; no total score chooses a winner.

3 candidates remain in view

Run the same representative workload through each approach before choosing.

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