of large-company respondents report scaling AI agents
AAIC Research Brief · September 2026
Enterprise AI Agents: Demand Is Real. Readiness Is Not.
What current evidence says about adoption, value, reliability, and the path from agent pilots to production.
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9-page research briefThe evidence at a glance
The opportunity is workflow redesign, not generic agent development.
Enterprises are scaling AI agents faster than they are preparing workflows, data, controls, and operating models. This nine-page brief separates demand signals from production reality and gives leaders a practical framework for deciding where agents belong.
say their business processes are highly prepared for AI agents
of production agents studied run ten steps or fewer before human intervention
Inside the brief
A concise decision guide for enterprise leaders
- Where enterprise demand for AI agents is becoming real
- Why workflow readiness, data, trust, and integration remain the constraint
- What production evidence says about bounded autonomy and human oversight
- How to prioritize agent opportunities using value, readiness, and risk
- A practical 90-day path from workflow selection to a production decision
Independent research synthesis. AAIC cases are labeled separately in the brief.
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