The QuAIR Council
Invite-only committee of executives that are senior risk, regulatory, and AI leaders, building a defensible dollar measure of AI risk.
One method, from AI risk to a monetised number.
Risk identified, estimated, aggregated, and priced in money. Grounded in established risk science, mapped to recognised frameworks, and published as an open standard that anyone can cite.
Identify
The AI operational risks that matter, across every system that runs AI.
Estimate
Likelihood and impact, grounded in established risk science.
Aggregate
Exposures rolled up across systems into one coherent picture.
Price
Turned into a monetary ($) exposure, published as an open standard.
Mapped to what boards and regulators already use.
Built on established risk science and mapped to the frameworks your auditors recognise, then published as an open standard, not a product.
- NIST AI RMF
- EU AI Act
- ISO/IEC 42001
- DORA
- Basel Op. Risk
- Actuarial Methods
Senior judgement. Light commitment.
The council is designed around the reality that the people we want are busy. The build is done for you — what we ask is your standing and your challenge, not your time on the detail.
By invitation
An observer seat alongside a small group of senior figures, each from a different field. A serious peer group, kept deliberately small.
A few hours a quarter
A quarterly review and the occasional read of a draft. No homework, no technical grind.
Judgement, not detail
Challenge the method and lend it standing, under the Chatham House Rule. Nothing attributed without your consent.
Two roles. That is the whole structure.
Council Member
Senior figures from across industry who lend independence and standing, challenge the method, and ratify its release.
Technical Group
Does the build for you: the taxonomy, the quantification, the calibration and validation. So the seniors never carry the detail.
This is a cross-sector problem.
The same failure modes appear in a retail supply chain, a defence system, a clinical pathway, and a trading desk. The council is built to reflect that, with senior voices from each field at the table.