Enterprise AI Adoption Grows, but Data Readiness Lags
Event summary
- 76% of enterprises report measurable ROI from AI initiatives, with 28% seeing broad or strong returns across multiple projects.
- Only 6% of organizations have enterprise data fully ready to support AI at scale.
- 34% of businesses are scaling AI into production, up from earlier phases of planning and piloting.
- Dun & Bradstreet's Q3 2026 survey polled 10,000 businesses across 32 countries.
The big picture
Enterprise AI is maturing, with a growing number of organizations reporting measurable returns. However, the challenge lies in scaling these benefits consistently across departments, which hinges on improving data readiness. Dun & Bradstreet positions itself as a solution provider, emphasizing the need for accurate, validated data to support AI-driven decisions.
What we're watching
- Data Infrastructure Gap
- How the gap between AI adoption and data readiness will impact enterprise-wide scalability.
- AI Deployment Phases
- The pace at which organizations transition from pilot projects to full-scale AI integration.
- Contextual Accuracy
- Whether verified business context can minimize AI hallucinations and improve decision-making across teams.