The Trust Tax, a new research report from Stibo Systems, reveals that enterprises are paying twice for AI
Stibo Systems, a global leader in master data management (MDM) based in Aarhus, Denmark, released the report on November 12, 2026 based on survey results obtained in August 2026. It shows that enterprises are paying a hidden second bill for AI due to the validation, reconciliation, and rework needed before anyone will act on what AI produces.
Stiblo characterizes this as "AI adoption has outrun trust" and lists the report's key findings as:
- The trust paradox: 72% of respondents report high confidence in AI outputs, yet 65% often or always manually validate, check or rework them.
- Hidden labor cost: Four in five spend at least six hours a week preparing, reconciling or validating data for AI and analytics.
- Explainability gap: Only 29% say they can always explain the data behind an AI output.
- Confidence is built on data: High-confidence organizations are far more likely than moderately confident peers to have unified data (93% vs. 70%), traceable data (41% vs. 10%), a centralized AI governance council (25% vs. 16%) and a true MDM or enterprise data foundation (53% vs. 42%).
- Trust pays off: High-maturity organizations are more than twice as likely to report strong positive ROI from AI (31% vs. 14%).
- Why companies invest: Operational efficiency (51%), employee productivity (40%), customer experience (35%) and faster decision-making (33%) lead the motivations for AI spend.
The clear fix revolves around organizing data to eliminate incomplete, unexplainable data. As organizations move toward using agentic AI, the agents require better evidence if they are to provide actionable, trustworthy intelligence.
The report shows that confidence in AI tracks data governance maturity more than model sophistication. Organizations that can explain, trace, and trust the data behind every output are the ones reporting the strongest returns.
The Trust Tax findings are available here.
Read the press release at www.stibosystems.com/press-releases/enterprises-are-paying-for-ai-twice-stibo-systems-research-reveals-the-trust-tax#