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Governance & risk
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Governance & risk
How companies govern AI: policies, oversight, security and audit readiness.
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Confidence in passing an AI governance audit rises with AI maturity
Percent 'very confident' they could pass an independent AI governance audit within 90 days, by AI maturity, 2026
7%
20%
74%
Piloting
Scaling
Fully integrated
Source:
Grant Thornton, 2026 AI Impact Survey Report: The AI Proof Gap, 2026
, p. 8.
Reports on governance & risk
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2026
2025
2024
2023
2022
KPMG · Sep 2026
Global AI Pulse Q3 2026: AI at scale: Accountability, resilience and economics
34% report significant employee adoption of AI agents, up from 25% in Q1 2026.
Executive survey
EY · Sep 2026
EY AI Risk and Governance Survey 2026
98% of large US public companies have AI governance policies, but 47% have skipped the process for urgent deployments and 36% reported a materially harmful AI incident.
Executive survey
IBM · Jul 2026
Cost of a Data Breach Report 2026
Breach costs hit a record $4.99M; AI-enabled attacks rose 56% and heavy use of security AI saved $1.93M per breach.
Field study
Veracode · Jul 2026
2026 GenAI Code Security Report
AI models now write syntactically correct code nearly always, but about 44% of generated code still carried a known vulnerability.
Benchmark
Deloitte · Jul 2026
CFO Signals Q2 2026: AI governance and risk management
59% say balancing pressure to deploy AI quickly with managing risk is their top AI-governance challenge.
Executive survey
Domino · Jul 2026
The Fifth Annual Domino Enterprise AI Report
ROI lagging spend held at 57% for a second year, and 41% run agentic AI without governance in place.
Executive survey
Grant Thornton · Apr 2026
2026 AI Impact Survey Report: The AI Proof Gap
Organizations with fully integrated AI report revenue growth far more often than those still piloting: 58% vs 15%.
Executive survey
Deloitte · Jan 2026
The State of AI in the Enterprise 2026: The untapped edge
34% are using AI to deeply transform the business; 30% are redesigning key processes; 37% use AI at a surface level.
Executive survey
Karbon · Jan 2026
State of AI in Accounting Report 2026
98% of firms now use AI, with most using it daily or several times a day.
Mixed survey
Microsoft · May 2025
The Strategic CIO's Generative AI Playbook
Organized in three sections: the AI-ready organization, enabling all employees, and moving from functional workflows to intelligent agents.
Playbook
NIST · Jul 2024
AI Risk Management Framework (AI RMF 1.0) + Generative AI Profile (NIST-AI-600-1)
AI RMF 1.0 (Jan 2023) organizes AI risk work into four functions: Govern, Map, Measure, Manage; voluntary and sector-neutral.
Playbook
ISO · Dec 2023
ISO/IEC 42001:2023 AI management systems (overview: What businesses need to know)
ISO/IEC 42001 is described as the world's first AI management system standard, published December 2023 (edition 1, 51 pages).
Playbook
WEF · Jan 2022
Empowering AI Leadership: AI C-Suite Toolkit
Organized into five modules: introduction to AI, AI strategy, people and organization, responsible AI, and implementation, plus a sixth on specialized topics.
Playbook
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Evergreen playbooks
Guides and frameworks without survey data behind them. Useful when you are ready to act.
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Beyond usage: what AI actually does
Experiments, payroll data and spending records that measure outcomes, not whether people say they use AI.
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