Core thesis
Where AI changes governance, risk, decision rights, evidence, accountability, supervision and control. This framework helps leaders define the specific form of enterprise leverage AI is expected to create.
EAIL Framework
AI Assurance Leverage
AI Assurance Leverage is where AI becomes governable, evidential and accountable. Can leaders evidence that AI is being used safely, effectively and accountably?
Common failure pattern
AI adoption spreads faster than governance, leaving leaders unable to evidence safe, effective and accountable use.
What this framework helps leaders diagnose
- Decision rights and accountability
- Risk, supervision and escalation
- Evidence and assurance control spine
Evidence leaders should require
- Decision-rights map
- Evidence standards and escalation routes
- Accountability, supervision and control records
Related Specialist Applications
Governance
The Governance Specialist Application helps leaders move beyond AI policy into decision rights, accountability, evidence, escalation, supervision and assurance.
Productivity
The Productivity Specialist Application helps leaders test whether AI-enabled time savings are converting into enterprise-level operating value.
Outcomes
The Outcomes Specialist Application links AI activity to measurable results.
Move from framework to route map.
Use this framework to clarify the first credible route from AI activity to enterprise leverage.