A practical internal tool for estimating regulatory, legal, operational, and reputational
exposure arising from AI non-compliance.
📘 Free Download — Version 1.0 (Initial Internal Release)
This estimator consolidates AI risk signals into a structured, executive-level
exposure framework. It is designed to support governance planning,
compliance readiness, and internal decision-making — not financial forecasting
or legal conclusions.
Version 1.0 · Internal & Advisory Use · Directional insights only
What This Estimator Helps You Do
- Translate AI risk characteristics into cumulative exposure signals
- Support executive-level AI governance and compliance discussions
- Identify areas of heightened regulatory, legal, or operational risk
- Prepare for audits, regulatory scrutiny, and internal reviews
Who This Tool Is Designed For
- AI governance and compliance teams
- Legal and regulatory affairs professionals
- Risk management and internal audit teams
- Product owners and AI system managers
- Executive leadership overseeing AI strategy
How to Use the Estimator
- Review organizational and AI system context
- Score risk dimensions across regulatory, data, automation, and deployment factors
- Apply cost multipliers to understand relative exposure ranges
- Use results to guide governance actions and prioritization
Exact currency values are intentionally excluded to preserve jurisdictional
flexibility and avoid false precision.
Important Notice:
This estimator provides directional insights for internal planning purposes only.
It does not constitute legal advice, financial advice, regulatory approval,
or compliance certification.
This estimator provides directional insights for internal planning purposes only.
It does not constitute legal advice, financial advice, regulatory approval,
or compliance certification.
© AI Governance Desk — Internal & Advisory Use