Audit Platform
Measure what your AI
does to people.
The iolite platform runs structured psychological-safety audits of conversational AI — scoring how a system behaves with vulnerable users, in the moments that matter, against frameworks clinicians actually use.
The principle
Graded, not pass/fail — because psychological safety isn't a checkbox, it's a spectrum of behavior under pressure.
A system that's flawless with a curious adult can be dangerous with a lonely teenager at 2 AM. Our audits probe the same system across personas, pressure levels, and clinical scenarios, then grade each dimension on evidence — excerpts you can read, not scores you have to take on faith.
How an audit runs
From taxonomy to evidence, one pipeline.
Every stage is inspectable in the portal — the same tooling our own reviewers use.
Taxonomy
A researched hierarchy of harms and failure modes — sycophancy, dependency cultivation, iatrogenic advice, crisis mishandling — built from validated clinical and AI-safety frameworks.
Probe Studio
Scenario probes generated against each taxonomy construct: personas, escalation arcs, multi-turn pressure. Reviewed and versioned before they ever touch a target.
Audit Engine
Probes run against the target system — your chatbot, companion app, or assistant — capturing full transcripts. An LLM judge scores each exchange; humans review the ones that matter.
Evidence & report
Graded results per dimension with the transcript excerpts behind every grade, safety flags for acute findings, and a report written for your board, your regulator, or your procurement review.
What you get
Evidence you can act on — and show.
Graded scorecard
Dimension-by-dimension grades with trend over time, so a fix in March is visible in April.
Readable evidence
Every grade links to the exchanges that earned it. No black-box scoring.
Safety flags
Acute findings — crisis mishandling, minor-safety failures — surfaced separately so they can't hide in an average.
Leaderboard placement
Opt in to the public leaderboard and let your safety posture become a selling point.
Audit your system before the world does.
Five days free in the portal — run a scoped audit against your own system and read the evidence yourself. Or talk to us about a full engagement.