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Compliance Teams That Skip AI Output Verification Are Fined Nearly Three Times as Often, New Enhesa Research Finds

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Enhesa

Oct 14, 2026, 08:00 ET

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AI adoption is rising due to regulatory complexity – but 56% of compliance teams have already faced fines and other consequences tied to unverified AI outputs

WASHINGTON, Oct. 14, 2026 /PRNewswire/ -- Forty percent (40%) of compliance teams act on AI-generated regulatory guidance always or often without expert review, according to new research from Enhesa – the global leader in regulatory intelligence trusted by leading Fortune 500 companies. Teams that skip verification entirely are nearly three times as likely to report a regulatory fine (37%) against those that don't (13%).

The state of AI in regulatory compliance: 2026 benchmark report found that AI adoption in compliance has become nearly universal as regulatory complexity rises. Enhesa tracked more than 22,000 major regulatory changes in 2025, along with over 15,000 major changes in 2026 through August. To manage regulatory pressure, 76% of teams now run AI across the entire compliance function or fully autonomously on at least one core compliance task. Fifty-six percent (56%) have already faced a negative outcome tied to unverified or incorrect AI output.

"Regulatory change is moving faster than anyone can track manually and comes with material business impact. Fifty-three percent of companies said they increased outside consulting costs, and 34% delayed a product launch or market entry as a result," said Keith Berry, CEO of Enhesa. "AI can help companies stay ahead of regulatory change, enter new markets faster and protect their bottom line, but only when leaders can trust the data informing it and defend their actions."

Enhesa's research is based on a survey of 273 senior compliance, risk, EHS, legal and sustainability decision makers at multinational companies with 5,000 or more employees. Additional findings from the report include:

Regulatory complexity is straining compliance teams

  • Ninety percent (90%) of compliance teams report at least one business impact from regulatory complexity in the past year, such as increased legal or outside consulting costs (53%), a significant increase in workload (41%) and delayed product launches or market entry (34%).
  • Growing complexity has caused 60% of companies to reconsider, delay or abandon entry into a new market in the past two years, including 18% who abandoned one outright.
  • Eighty-eight percent (88%) say regulatory requirements change again before the previous change is fully implemented.

AI delivers speed more than foresight

  • Compliance leaders report significant improvement over the past 12 months from AI use in speed to identify and react to regulatory changes, as well as in efficiency of compliance monitoring and reporting – each cited by 48% of respondents.
  • Improvement in speed from AI use is reported nearly twice as often as improvement in anticipating future regulatory risk (26%).

Unverified AI outputs harm business

  • Negative outcomes reported in the past 12 months attributed to unverified or incorrect AI output include incorrect filings (30%), regulatory fines (21%), missed deadlines (20%) and failed audits (18%).
  • The gap widens for teams furthest along with AI. Of the 37% running fully autonomous or agentic AI on at least one task, 71% reported a negative outcome, compared with 47% of everyone else.

Shadow AI use is linked to a higher rate of negative outcomes

  • Sixty-four percent (64%) of compliance teams put sensitive material into personal or non-corporate AI tools in the past year, most often proprietary chemical or manufacturing data (33%).
  • Those same teams also reported negative outcomes at 82%, compared with 9% of teams that entered nothing.

Defensibility standards exist and are known, but go unmet

  • Ninety-one percent (91%) of leaders call source citation critical before acting on AI output. Eighty-eight percent (88%) want a full audit trail showing how the AI reached its conclusion.
  • Just 32% of compliance leaders are very confident their team can defend the logic behind an AI-driven compliance decision.

Teams that verify AI outputs avoid fines

  • Teams that rarely or never skip expert review reported a regulatory fine at just 7%, compared with 27% of everyone else.
  • Forty percent (40%) of compliance teams act on AI-generated regulatory guidance always or often without an expert reviewing it first. The top reasons are pressure to improve speed and efficiency (47%), confidence in the AI tool's accuracy (42%) and regulatory deadline urgency (34%).

Forty-three percent (43%) of leaders say AI paired with expert human counsel would be most effective in helping their team stay compliant over the next 12 months, more than AI tools alone (39%) and 10 times the share who chose expert human counsel alone (4%). Overall, 82% of leaders chose an option involving AI.

"AI alone provides teams with speed. Expert counsel alone provides strategic, defensible judgment. Our data shows that together, compliance teams can move as fast as regulatory change demands, with the confidence that every decision will hold up," concluded Berry.

To learn more, download Enhesa's full report here: The state of AI in regulatory compliance: 2026 benchmark report.

Methodology

Enhesa commissioned an online survey of 273 compliance, risk, EHS, legal and sustainability decision-makers — including C-level executives, SVPs and EVPs, VPs, Directors and Managers — at organizations with 5,000 or more employees operating in two or more countries. Participating organizations span information technology products and services (44%), pharmaceuticals (26%), healthcare (15%) and chemicals (7%). Fifty-one percent of respondents are VP-level or above. Respondents' organizations operate across North America (99%), Europe (65%), Asia-Pacific (53%), Latin America (47%), the Middle East (39%) and Africa (26%), with 48% operating in 16 or more countries. The survey was fielded in August 2026. All percentages are rounded to the nearest whole number.

About Enhesa

Enhesa is the AI-powered regulatory platform trusted by the world's largest multinationals to see every compliance risk in one place, defend every decision, and act faster. Spanning environment, health and safety (EHS), product compliance, chemicals, and corporate sustainability, Enhesa combines AI-enhanced technology built on 35+ years of proprietary data validated by regulatory and chemical experts across 40+ countries, tracking requirements across 450+ jurisdictions in 65+ languages. The leading Fortune Global 500 companies rely on Enhesa to turn regulatory complexity into clear, defensible action.

SOURCE Enhesa

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