An AI readiness audit should start with workflow evidence, not tool surveys. Here is how to find the work that is ready for automation.
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Employees use AI wherever work gets stuck. Shadow AI is the next enterprise governance problem, and solving it starts with workflow visibility.
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AI agents are moving from chat windows into enterprise workflows. The next software category will help companies govern, observe, and control what agents do.
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The Angela Lipps case is a masterclass in what happens when AI outputs move between teams without governance. The same failure pattern is playing out inside companies every day.
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