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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Cover of the AAIC Enterprise AI Agents in 2026 research brief 9-page research brief

The 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.

40%

of large-company respondents report scaling AI agents

5%

say their business processes are highly prepared for AI agents

68%

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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