Evidence before claims
Public product, outcome, security, fairness, and compliance statements should be limited to what current evidence supports. Unsupported metrics, certifications, testimonials, and affiliations are not part of the trust baseline.
Human responsibility
ProofOfFit can organize criteria, evidence, and AI-assisted drafts, but people remain responsible for reviewing accuracy, context, accommodations, and employment decisions.
Scoped security controls
Authentication, authorization, database policies, secret handling, and engineering checks are security control areas. Their effectiveness depends on the exact workflow, configuration, and release being evaluated.
Fairness with limitations
Structured review may support more consistent decision processes, but software cannot guarantee unbiased outcomes or legal compliance. Criteria, data, proxy effects, and human behavior all require review.