Ideas shaping the
intelligent enterprise
Perspectives on process intelligence, AI deployment, and enterprise transformation from the PI2AI team.
Perspectives on process intelligence, AI deployment, and enterprise transformation from the PI2AI team.
The wrong first pilot kills budget and credibility before any technology is deployed. A four-criteria scoring framework CIOs can run in a single meeting to pick the process that proves ROI in 90 days.
MIT found 95% of enterprise AI pilots deliver no P&L impact. The technology is rarely the problem. Five failure patterns you can spot in the kickoff meeting, and the 90-day structure that avoids them.
An AI agent without process context is an intern without onboarding. Why agents fail blind, the three things process data gives them, and the five-step PI2AI sequence that makes agentic automation work.
The fastest way to kill an AI initiative isn't bad technology. It's the security review. Three deployment models compared, what "no data leaves your cloud" really requires, and eight questions for any vendor.
Vendors use these three terms as if they were the same thing. They aren't. What each one actually does, where each breaks down, and a simple test to know which one your organisation needs.
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