DISCOVER
Understand the system, users, architecture, data, tools, mission, and consequences of failure.
Methodology / BIA-AF™
A repeatable AI assurance methodology.
BIA-AF™ combines human testing expertise, automated evaluation, adversarial testing, security testing, observability, and reproducible evidence into one independent workstream.
01DISCOVER→02BASELINE→03ATTACK→04VALIDATE→05OBSERVE→06EVIDENCE
BASELINE
Establish requirements, datasets, benchmarks, expected behavior, and acceptable thresholds.
ATTACK
Conduct adversarial testing against the application, model, agents, retrieval, and tools.
VALIDATE
Compare actual behavior against customer-defined requirements and intended use.
OBSERVE
Assess monitoring, telemetry, tracing, regression testing, and production signals.
EVIDENCE
Produce reproducible findings, risk information, recommendations, and retest results.