Comprehensive AI systems audit
Comprehensive audit of your AI systems for reliability, safety, and compliance. Identify risks before they become incidents.
Rigorous evaluation using peer-reviewed methodologies
You don't know what you don't know
AI systems fail in ways that are hard to predict. Without rigorous evaluation, risks remain hidden until they become incidents—and incidents damage trust.
Hidden deception
Models can deliberately underperform or hide capabilities. Standard testing doesn't detect sandbagging behavior.
Silent degradation
Model performance drifts over time without obvious signals. You need baselines and continuous monitoring.
Hallucination risk
Confident but incorrect outputs erode user trust and create liability exposure. Calibration matters.
Compliance gaps
Regulatory frameworks require demonstrable controls. Without assessment, you can't prove compliance.
"Sandbagging testing, hallucination analysis, drift evaluation—using methodologies from peer-reviewed research."
Comprehensive evaluation
We test your AI systems using methodologies developed in our research lab and validated in production environments.
Sandbagging & deception
Test whether your models are deliberately underperforming or hiding capabilities using our metacognitive probing methodology.
Hallucination analysis
Evaluate confidence calibration and factual accuracy across your model's output distribution with statistical rigor.
Drift evaluation
Compare current behavior against historical baselines to identify silent degradation before it affects users.
Compliance gap analysis
Map your AI systems against MAS, OCC, BCBS, and EU AI Act requirements with actionable remediation guidance.
Scoping to report
A structured assessment process that minimizes disruption while providing comprehensive coverage.
Scoping
Define which systems to assess, identify key risk areas, and establish testing parameters with your team.
Testing
Run automated and manual evaluations on your systems using our evaluation platform and research-backed methodologies.
Analysis
Analyze results, correlate findings, identify patterns, and develop prioritized recommendations.
Report
Deliver comprehensive report with findings, severity ratings, evidence, and prioritized action items.
What you receive
Risk Report
Detailed findings with severity ratings, evidence, and reproducible test cases.
Recommendations
Prioritized action items with implementation guidance and effort estimates.
Executive Summary
Board-ready overview for stakeholder communication and risk reporting.
Test Results
Raw data from sandbagging, hallucination, and drift tests for your records.
Compliance Matrix
Gap analysis mapped against relevant regulatory frameworks with remediation paths.
Review Session
Walkthrough of findings with your technical team and Q&A on remediation approaches.