Trustworthy AI, independently audited.
Independent audits of fairness, robustness, explainability and privacy on existing models - and an embedded responsible-AI toolkit for new ones. We surface real-world harms before regulators, customers or journalists do.
Three signals you're ready for this work.
"High-impact model in production, no documented fairness review."
Quantified fairness audit with remediation plan in three weeks.
"Procurement, customers or regulators asking for explainability."
Model cards, SHAP/LIME tooling and counterfactual explanations.
"Drift suspected, no instrumentation in place."
Continuous monitoring with drift, bias and adversarial alerts.
What clients see.
How we work.
Model, data, protected groups, performance baselines locked.
Fairness across groups, robustness, drift, explainability, privacy review.
Findings ranked by severity, remediation playbook, model cards updated.
Responsible-AI checks in SDLC, continuous monitoring, periodic re-audit.
What you walk away with.
Concrete artefacts your board, your auditors and your delivery teams can all act on.
- Fairness audit across protected groups and intersections
- Robustness, drift and adversarial-test report
- Explainability tooling (SHAP, LIME, counterfactuals) wired into the model
- Privacy review and differential-privacy recommendations
- Model card and data-sheet (regulator-facing)
- Remediation playbook with severity-ranked actions
European insurer · Pricing-model audit.
Identified and remediated indirect bias in a live pricing model before the regulator's scheduled review.
Asked and answered.
30 / 60 / 90.
Findings, severity, remediation plan delivered.
Top-severity issues addressed. Re-audit on the affected slices.
Drift, fairness and robustness alerts running in production.
A delivery partner, not a deck factory.
Audits structured for EU AI Act, sector regulators and procurement diligence.
We leave SHAP, LIME, drift monitors and model cards wired into your stack.
Audit team is separate from any delivery work - no marking our own homework.
Protected groups, GDPR constraints, sector rules applied correctly first time.
Find the issues before the regulator does.
Three weeks to a credible, evidence-led responsible-AI position.