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ERM Leaders Should Introduce AI-Generated, More Timely and Quantified Risk Insights
Enterprise risk management (ERM) teams should make greater use of AI-generated risk insights, according to Gartner, Inc., a business and technology insights company. They should also work to incrementally quantify and improve the timeliness of risk insights to make them more actionable and keep pace with today’s rapidly changing risk conditions.
Elliott Long, Director Analyst in the Gartner Audit & Risk Practice, speaking at the Gartner Enterprise Risk, Audit & Compliance Conference 2026 in London today, explained how improvements in these three key areas can improve risk reporting (See Figure 1.)
Elliot Long, Director Analyst, Gartner presenting at the Gartner Enterprise Risk, Audit & Compliance Conference 2026 in London today
“Risk reporting is often too repetitive, too slow or too subjective to help decision making,” said Long. “The risk environment has changed with more risks at a faster pace than ever before. ERM teams must innovate if they are to keep up.”
ERM teams should go beyond streamlining reports and visualizing data by using AI to detect trends, uncover risk dependencies and recommend potential risk responses.
In one example presented during the session, an organization used AI to analyze 100,000 records in 20 seconds, bringing new insights into fraud events and the effectiveness of key controls into its risk reporting.
“AI can generate new insights for risk reporting, not just provide efficiency,” said Long. “Efficiency and insight generation don’t have to be mutually exclusive. You can get both at the same time.”
Quarterly reporting remains important, but it may not provide decision-makers with sufficiently timely information when risk conditions change between scheduled committee meetings. ERM teams should connect risk indicators with business performance data, so everyone can see how changing risk exposure is affecting operations.
“Bringing risk updates closer to real time enables an ongoing dialogue with the business about performance and risk together,” said Long. “Even relatively simple improvements, like pre-defining trigger events and the associated required actions, can help ERM teams move from retrospective reporting towards predictive risk insights that have clear actionability.”
Expressing selected risks in monetary terms gives executives a more consistent basis for comparing risk exposures, evaluating mitigation investments and making strategic decisions.
“ERM teams can overcome stakeholder skepticism by quantifying risks, starting with one small pilot,” said Long. “This risk quantification pilot could focus on a single risk or business decision where the available information is strong, and the results can support capital investments.”
Long emphasized that the goal is to incrementally improve the value of risk reporting to decision-makers rather than attempting to transform every element at once. ERM leaders should begin with one practical improvement to their reporting, whether using AI to uncover new insights, moving toward more timely updates or piloting risk quantification.
This press release was adapted from the presentation Innovations in Risk Reporting at the Gartner Enterprise Risk, Audit & Compliance Conference 2026 in London.
Taking place in London on September 28-29, 2026, the Gartner Enterprise Risk, Audit & Compliance Conference explores how assurance leaders can translate risk insight into decisive business action in an increasingly dynamic environment. Under the theme “From Risk Insight to Action,” the conference highlights how progressive risk, audit, and compliance leaders are strengthening organizational risk reflexes, enabling faster and more effective responses to emerging threats while elevating the role of assurance within the business. Follow news and updates from the conferences on X and LinkedIn using the hashtag #GartnerERAC.
Gartner for Legal, Risk and Compliance Leaders provides expert guidance and tools to help leaders across legal, risk, audit and compliance departments more effectively manage an increasingly complex risk landscape and build next-generation functions. Additional information is available at gartner.com/en/audit-risk and gartner.com/en/legal-compliance. Follow news and updates on LinkedIn and X. Visit the Gartner Legal and Compliance Newsroom for more information and insights.
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Rob van der Meulen
Gartner
rob.vandermeulen@gartner.comfirstname.lastname@gartner.com
Gartner (NYSE: IT) delivers actionable, objective business and technology insights that drive smarter decisions and stronger performance on an organization’s mission-critical priorities. To learn more, visit gartner.com.