AI AmigosPractical AI, proven in use.

Impact status

Intended benefit is not measured impact.

AI Amigos is designed to help practitioners evaluate AI use responsibly. The public record currently supports the existence of working methods, not independently verified public impact.

3
working methods
0
verified adoptions
0
reviewed outcomes
0
external citations

What can be stated now

Reusable evaluation records can help practitioners distinguish a promising demo from an accountable workflow and make adoption decisions using measured quality, cost, risk, and human-oversight evidence.

This is the intended operating mechanism, not a result claim.

What requires future evidence

  • Use by independent U.S. organizations
  • Measured quality, cost, capacity, or safety outcomes
  • Independent replication and citation
  • Influence beyond participating organizations

Measurement plan

  1. Pre-register the baseline, metric, sample, method version, and stop criteria.
  2. Measure the same unit after use and record confounders.
  3. Obtain participant verification and publication consent.
  4. Publish negative and inconclusive results with positive results.
  5. Aggregate only after multi-organization privacy and comparability gates pass.

Read the endeavor and milestones or inspect the field-study gate.