AI Answer Assurance · Audit-grade
The instrument behind the attestation.
AI Answer Assurance is the audit-grade edition of the AITWIRE instrument: certified findings on how AI systems answer about an organisation — and on how its own deployed AI behaves — built to hold under examination. AITWIRE makes the instrument; auditors, enterprise risk teams, and public bodies make the attestation.
Everything in Measurement, issued with the rigor artifacts an examined claim requires. Engagements are scoped and priced individually.
The artifacts
Evidence built to hold under examination.
"Certified" here means one thing: measured against a threshold committed before measurement began, by a documented, repeatable method. AITWIRE certifies the measurement — the attestation built on it is yours.
Certified findings by engine class
Findings are certified against thresholds committed before measurement began, split by engine class — live-search versus training-based — because the two behave differently and blending them misleads.
Tamper-evident reports
Reports are SHA-256 hash-scoped: the hash covers the findings, so any alteration after issue is detectable.
Stated measurement scope
Every report states what was not measured. Scope disclosure is part of the artifact, not a footnote.
Statistical precision, disclosed
Per-dimension 95% confidence intervals with a conservative design-effect correction for correlated probes, plus a per-probe evidence record — scorer, rubric, model, and market versions — so any historical score can be re-checked.
Proof only past the statistics
Change counts only when it clears 95% confidence, re-measured before and after. Nothing looser is called proof.
Standards-mapped evidence
Evidence maps to NIST AI RMF and ISO/IEC 42001, so it slots into governance frameworks your stakeholders already use.
Who it's for
Three lanes, one instrument.
Audit & professional-services firms
You are being asked to give assurance over AI. AI Answer Assurance is the instrument to do it with — your letterhead, your judgment, defensible measurement underneath.
Enterprise risk & compliance
Defensible evidence of how AI systems answer — and of how your own deployed AI behaves — for the moment your board asks for more than screenshots.
Government & regulated organisations
Europe is standardising AI transparency. Repeatable, scope-disclosed measurement prepares the evidence base before anyone asks for it.
Evidence you can defend.
AITWIRE backs every number with repeatable probes, confidence thresholds, verified facts, and lift tracking — so you can see what changed, what caused it, and how reliable it is. Credible, not cosmetic.
AITWIRE AI · Private AI
AI Governance
For the AI you own — internal copilots, support bots, and RAG over your docs. With full ground truth and control of the model, we measure every dimension, prove what your AI actually retrieves, and remediate at the source. This is the assurance loop where it fully closes — measurement becomes provable fixing.
The attestation is yours. The instrument is what makes it defensible.
Engagements are scoped and priced individually — tell us what you need to stand behind.