Gartner AI Controls Assessment and AI-Ready Data Toolkit (2026)
January 15, 2026
By Lee Wilson

Summary
Gartner now sells a formal AI Controls Assessment product benchmarked against NIST AI RMF and ISO/IEC 42001, plus a 30-point AI-Ready Data Assessment Toolkit. Gartner also predicts organizations will abandon 60% of AI projects that aren't backed by AI-ready data, and only 27% of executives report having a comprehensive AI strategy.
Key Insights
- AI Controls Assessment is aligned with NIST AI RMF and ISO/IEC 42001.
- AI-Ready Data Toolkit provides a structured 30-point enterprise readiness assessment.
- Gartner predicts 60% of AI projects will be abandoned without AI-ready data.
- Only 27% of executives report having a comprehensive AI strategy.
- AI governance and risk management are becoming enterprise priorities.
- High-quality data is essential for successful AI deployment.
- Organizations should assess governance before scaling AI initiatives.
About the Author

Lee Wilson
Digital Transformation Executive helping organizations unlock growth through data, AI, and operational excellence.
Lee Wilson is a digital transformation leader focused on helping businesses leverage technology for greater visibility, control, and strategic decision-making. His expertise spans business transformation, data-driven operations, enterprise technology, and organizational performance.