The outcome

Choose a legally usable, available model whose behavior is measured on the actual application task.

Step by step

A workflow you can repeat.

  1. 01

    Define task, audience, languages, safety boundary, tools, schema, context, quality, latency, traffic, plan, commercial use, and cost criteria.

  2. 02

    Query model details and filter current-plan availability, active state, license, gated access, capabilities, modalities, content flags, context, and completion limits.

  3. 03

    Accept required upstream terms through the authorized Hugging Face account, then record exact model ID, metadata, license version, and plan suitability.

  4. 04

    Run a frozen benchmark with identical prompts, capture errors and latency, and score task accuracy, safety, style, refusals, schema, long-context behavior, and cost.

  5. 05

    Pin the selected model and fallback, enforce input and output limits, monitor availability and delisting, and reevaluate before changing model or plan.

Working standard

What good use looks like.

  • Filter by license before quality.
  • Record gated-model acceptance.
  • Monitor model availability continuously.

Official references

Check the current product documentation.