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Analyze data

What dataset needs a finding rather than a chart alone?

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

2 candidates. No automatic winner.

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

Quality & reliability

Mistral Medium 3.5

Inside: document media pipeline

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A multimodal coding-oriented candidate for analysis inside a reproducible pipeline.

TradeoffModel interpretation must stay separate from deterministic calculations.

Why?
  • supports analyze-data
  • accepts text
  • fits quality-reliability
Go deeper

This approach joins the release mistral-medium-3.5 to the deployment offer mistral-medium-3-5-api. The recommendation is dated RS interpretation, not a provider ranking.

Technical details

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

Evaluation plan

  1. Prepare five datasets with hand-checked findings.
  2. Re-run calculations independently.
  3. Score explanation quality and cost.
Inspect the model recordProvider source

Speed & cost

Gemini 3.7 Flash

Inside: document media pipeline

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A high-throughput option for iterative analysis and mixed-media inputs.

TradeoffFast generation can still produce plausible but incorrect calculations.

Why?
  • supports analyze-data
  • accepts text
  • fits speed-cost
Go deeper

This approach joins the release gemini-3.7-flash to the deployment offer google-gemini-3-7-flash-api. The recommendation is dated RS interpretation, not a provider ranking.

Technical details

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

Evaluation plan

  1. Use the same five datasets.
  2. Compare all numeric findings to deterministic code.
  3. Record throughput and corrections.
Inspect the model recordProvider source
See what did not enter this shortlist
  • deepseek-v4-flash: offer does not support interactive latency