AI Governance, Training and Solutions
We turn your policies (AI policy, and every policy AI now touches) into evidenced, auditable practice. Aligned with ISO/IEC 42001, whether or not you pursue certification.
Featured
Why a MiCA-authorised CASP still needs an AI management system
Why an AIMS (ISO/IEC 42001) produces evidence that 27001 and DORA do not, and where the European standards landscape , namely EN ISO/IEC 42001:2026, prEN 18286 and the JTC 21 programme, is heading.
Read more →What's new at QualitaX?
View all →Four Things You Get Wrong About Your AI Management System
Every business that builds, supplies, or uses AI already operates an AI management system. It is not a question of whether you have one. It is a question of what maturity it runs at.
Why a MiCA-authorised CASP still needs an AI management system
Why an AIMS (ISO/IEC 42001) produces evidence that 27001 and DORA do not, and where the European standards landscape , namely EN ISO/IEC 42001:2026, prEN 18286 and the JTC 21 programme, is heading.
Does a Newer Model Know Itself Better? Comparing Two Frontier Models on a Metacognition Benchmark
A small, deterministic-scored experiment comparing Claude Opus 4.7 and 4.8 on the Sakshi metacognition benchmark. The two models are near-twins on error detection, pressure resistance and fabrication but 4.8 is markedly more prone to talking itself out of correct answers under self-review.
Deep Dives
View all →
The Agent Engineering Standard: A 13-Category Specification for AI Systems
Every category traces back to something that broke. Here's what broke, what we built, and how we enforce it.
ERC-3643 Tokens as Institutional-Grade Collateral for OTC Derivatives
This paper explores whether ERC-3643 compliant stablecoins can serve as eligible collateral for non-regulatory variation margin in institutional OTC derivative operations.
ERC-3643 tokens for Derivative Collateralization
ERC-3643 tokens for Derivative Collateralization explores how compliant tokenized collateral can improve bilateral OTC trading by embedding regulatory compliance directly into the token infrastructure while enabling automated settlement and risk management through smart contracts.
Case Studies
View all →Implementing ISO/IEC 42001-aligned AI Governance for an AI-first company
An AI-first business perceived ISO 42001 as a large endeavor and a brake on building and go-to-market. A lightweight, ISO/IEC 42001-aligned baseline turned it into an accelerant, surfaced missing controls early and is making AI assurance a differentiator during the sales process.
Pre-Deployment AI Risk Assessment of Claude Opus 4.8
QualitaX's Sakshi audit of Anthropic's Claude Opus 4.8: a robust, pressure-resistant reasoner that detected all of our test errors and largely held under confident contradiction, but was overconfident and degraded when re-checking its own work.
Pre-Deployment AI Risk Assessment of gemma-4-e4b
QualitaX's Sakshi audit of gemma-4-e4b documented three structural failure modes accuracy benchmarks do not test for.