builders

AI Builder Evaluation Workbench

Generate an evaluation dataset plan, test matrix, failure taxonomy, human gates, and rollback checklist.

About 8 minutes · no account · no model API · reviewed 2026-08-22

Private by design. Your entries stay in this browser. Nothing is sent to AI Amigos or placed in a share link.

Worked example

Use a bounded task such as “summarize weekly support themes” or “evaluate a citation-enabled policy assistant.” The generated result names assumptions, checks, and human decisions so another person can review the plan.

Limitations

  • Generated tests are a starting set and must be expanded for the actual domain and threat model.
  • The workbench does not run model evaluations or inspect production systems.

Supporting evidence

Continue with a template

Questions people ask

Does AI Amigos receive my answers?

No. The calculations run in your browser and local saving uses browser storage.

Can I share my result?

Export the result intentionally. “Share this tool” copies only this stable page address and never includes your inputs.