XAI Metrics
Quantitative or qualitative measures (e.g., feature importance scores, explanation fidelity) used to assess the quality and reliability of AI explanations.
Metrics that evaluate explanation properties such as fidelity (how well explanations match the true model behavior), stability (consistency of explanations under similar inputs), comprehensiveness (coverage of key features), and simplicity (conciseness for users). Governance uses these metrics to benchmark explanation methods, set acceptance thresholds, and track improvement over time.
An e-commerce platform’s fraud-alert explanations are scored for fidelity by measuring the correlation between feature-attribution rankings and actual model sensitivity. Only explanation methods with fidelity > 0.85 are approved for end-user dashboards, ensuring reliable insights for investigators.
“What used to take weeks of manual reviews and policy work is now structured and auditable in Enzai within minutes. It’s the first time AI governance has felt operational, not theoretical.”
Ready to get started
with your AI governance program?
Enzai provides an AI governance and enablement platform that will help your organisation maximise AI adoption, while minimising AI risk.
Hear back in 24 hours
Customer Support Ticket Classification
Draft Use Case
5 requested AI solutions
Requested on: 7 Nov 2026
Requested by: Enzai
Reviewers:
Automated Contract Risk Review
Draft Use Case
5 requested AI solutions
Requested on: 7 July 2026
Requested by: Enzai
Reviewers:
Sales Forecasting & Demand Prediction
Draft Use Case
5 requested AI solutions
Requested on: 18 August 2026
Requested by: Enzai
Reviewers:
Employee Resume Screening Assistant
Draft Use Case
5 requested AI solutions
Requested on: 19 June 2026
Requested by: Enzai
Reviewers:
We help you find answers
What problem does Enzai solve?
Enzai provides enterprise-grade infrastructure to manage AI risk and compliance. It creates a centralized system of record where AI systems, models, datasets, and governance decisions are documented, assessed, and auditable.
Who is Enzai built for?
How is Enzai different from other governance tools?
Can we start if we have no existing AI governance process?
Does AI governance slow down innovation?
How does Enzai stay aligned with evolving AI regulations?
Research, insights, and updates
Empower your organization to adopt, govern, and monitor AI with enterprise-grade confidence. Built for regulated organizations operating at scale.