AI Behavioral Assurance
Trust AI Decisions. Verify AI Behavior.
AI systems are rapidly becoming decision-makers inside critical business processes. Interrogait helps organizations move beyond black-box AI by verifying that AI decisions and the explanations behind them are trustworthy, consistent, and defensible.
Market pressure
AI adoption is accelerating while accountability lags
The problem
AI has become a black box
Traditional explainability tools focus on why a model answered the way it did. They do not verify whether the explanation itself can be trusted.
High-impact decisions without accountability
AI is embedded in critical workflows but lacks defensible audit trails.
Non-deterministic outputs
Modern models can be inconsistent under real-world conditions.
Plausible but untruthful explanations
Models can rationalize outcomes without reflecting actual behavior.
Regulatory, legal, and reputational risk
Unverifiable AI behavior exposes the enterprise to avoidable risk.
Why traditional explainability falls short
Explainability is not behavioral assurance
Post-hoc attribution was built for static models. It cannot test behavior under pressure or detect deception, drift, and rationalization.
Traditional explainability assumes explanations are truthful by default.
Models are rarely challenged with adversarial probes.
Models can defend outcomes with shifting stories.
Charts are not the same as defensible evidence.
Traditional methods break down with LLMs and hybrid systems.
Strategic or evasive responses go undetected.
Introducing Interrogait
True AI Behavioral Assurance
Rather than assuming AI explanations are correct, Interrogait treats them as claims to be tested.
How models make decisions
Baseline behavior and decisions are captured and monitored.
How models justify decisions
Explanations are interrogated for faithfulness.
Behavior under pressure
Adversarial probes surface deception, drift, and instability.
Evidence you can defend
Results are preserved as audit-ready evidence bundles.
Our Vision
Every AI system that matters is interrogated before it is trusted.
Ready to verify AI behavior?
Interrogait delivers evidence-backed assurance for AI systems that influence critical decisions.