The outcome

Select a reproducible production endpoint without depending on a changing preview model or a mismatched license.

Step by step

A workflow you can repeat.

  1. 01

    Define the visual task, target resolution, references, typography and color needs, latency, volume, rights constraints, and evaluation rubric.

  2. 02

    Review FLUX.2 variant capabilities, API pricing, project isolation, open-weight licenses, and fixed versus preview endpoint behavior.

  3. 03

    Create a project-scoped key in a secret store and run the same versioned prompts on shortlisted fixed endpoints with explicit output settings.

  4. 04

    Measure prompt adherence, identity consistency, text, color, artifacts, diversity, latency, result failures, and cost per accepted image.

  5. 05

    Pin the chosen endpoint and settings, save request IDs and seeds where available, retrieve signed results promptly, and regression-test upgrades.

Working standard

What good use looks like.

  • Prefer fixed endpoints for reproducibility.
  • Check each model's license.
  • Measure cost per accepted image.

Official references

Check the current product documentation.