Product
Behavioral assurance for AI systems
Interrogait verifies how AI behaves, not just why it answered. It treats explanations as claims to be tested and produces audit-ready evidence.

Core capabilities
Beyond explainability
Interrogait applies multiple deep probes to test behavior, explanations, and consistency across structured and unstructured models.
Adversarial Interrogation
Challenges models with targeted questions to detect deception, hallucination, and drift.
Targeted Ablation
Runs adversarial counterfactual tests for structured decision systems.
Faithfulness Testing
Verifies whether explanations accurately reflect actual behavior.
Evidence Bundles
Produces immutable evidence artifacts for audit and traceability.
Trust Scores
Aggregates behavioral evidence into a defensible trust signal.
Adversarial interrogation
Pressure-test unstructured AI
Models are challenged like a human would be during an investigation - not passively observed.
Deception and hallucination
Identify misleading or fabricated explanations.
Consistency under pressure
Measure behavioral drift and instability.
Signal-driven questioning
Targets multiple deception and risk signals.
Targeted ablation
Structured decision testing
For lending, insurance, eligibility, and other structured workflows, Interrogait runs adversarial counterfactuals to evaluate decisions and justifications together.
Counterfactual testing
Systematically modifies structured inputs.
Hidden bias detection
Surfaces decision rigidity and proxy bias.
Justification drift
Flags changes in explanation without behavior change.
Evidence bundles
Immutable, auditable evidence
Every test creates a bundled record of model inputs, outputs, explanations, and behavioral signals.
Traceability
Evidence is tied to a specific test and timestamp.
Audit readiness
Provides defensible artifacts for regulators.
Coverage visibility
See gaps across probes and frameworks.
Compliance
Framework coverage and AI contextualization
Interrogait connects behavioral evidence to regulatory obligations so compliance teams can move fast with confidence.
24+ out-of-the-box frameworks
Launch with pre-mapped regulatory requirements and controls.
Cross-industry and sector-specific coverage
Support for general and regulated vertical frameworks.
AI contextualization for legacy controls
Map traditional requirements to modern AI use with clear rationale.
Trust scores
Behavior-based risk signal
Interrogait aggregates evidence into a trust score that updates over time as new tests run.
Behavior over accuracy
Scores reflect faithfulness and truthfulness.
Trend monitoring
Detects improvement or degradation over time.
Root cause analysis
Drill into tests that changed the score.
See Interrogait in action
We will tailor a walkthrough around your AI systems and risk profile.




