The outcome

Select an API service and configuration using traceable creative and operational evidence.

Step by step

A workflow you can repeat.

  1. 01

    Define the asset purpose, audience, dimensions, style, prohibited content, rights constraints, quality rubric, latency target, and credit budget.

  2. 02

    Create a project API key in a secret store and use the REST v2beta service with explicit accept, output format, model, and application identifiers.

  3. 03

    Run a fixed prompt set across suitable Stable Image services, recording prompt, negative prompt, seed, aspect ratio, model, response ID, and credits.

  4. 04

    Review prompt adherence, anatomy, text, artifacts, bias, safety-filter outcomes, source similarity, and suitability for the intended context.

  5. 05

    Save approved outputs with configuration and human-review status, monitor rate and credit use, and rerun the benchmark before service changes.

Working standard

What good use looks like.

  • Use the current v2beta services.
  • Record seeds and model settings.
  • Review outputs before publication.

Official references

Check the current product documentation.