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Build an assistant or automation

Which bounded task should a model perform with tools and checks?

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

Grok 4.6

Inside: tool using agent

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A frontier hosted candidate for coding agentic tasks and knowledge work.

TradeoffTool permissions state recovery and approval design determine system safety.

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

This approach joins the release grok-4.6 to the deployment offer xai-grok-4-6-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. Define twenty bounded tasks.
  2. Score task completion and unsafe tool attempts.
  3. Test recovery and human approval paths.
Inspect the model recordProvider source

Speed & cost

Mistral Medium 3.5

Inside: tool using agent

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A balanced hosted candidate for agentic and coding workflows.

TradeoffLower model cost does not remove orchestration and observability work.

Why?
  • supports agent
  • accepts text
  • fits speed-cost
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. Use the same bounded tasks.
  2. Measure completion review and tool errors.
  3. Record latency and cost.
Inspect the model recordProvider source

Control & locality

Mistral Small 4

Inside: tool using agent

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A self-hosted hybrid model for assistants inside a controlled environment.

TradeoffYou own serving tool integration monitoring and model updates.

Why?
  • supports agent
  • accepts text
  • 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 same tasks locally.
  2. Audit every tool boundary.
  3. Measure throughput and operator load.
Inspect the model recordProvider source
See what did not enter this shortlist

No additional approaches were evaluated for this job.