There are two mistakes to avoid right now. First, don’t confuse AI activity with AI value. Spending more, deploying more, or restructuring more does not guarantee better ROI. #60 episode artwork

EPISODE · Aug 4, 2026 · 9 MIN

There are two mistakes to avoid right now. First, don’t confuse AI activity with AI value. Spending more, deploying more, or restructuring more does not guarantee better ROI. #60

from The Kick Back & The Frequency Café Live!

TopCat AI Signal Report #60 - The biggest mistake is trying to automate the whole workflow at once.If the process is messy, high-risk, or highly variable, full automation can magnify errors instead of reducing them. Another mistake is treating AI as a replacement for human judgment in areas where the work depends on nuance, interpretation, and responsibility.In unstructured industries, AI should support judgment first, and automate only the narrow parts that are stable enough to govern.

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There are two mistakes to avoid right now. First, don’t confuse AI activity with AI value. Spending more, deploying more, or restructuring more does not guarantee better ROI. #60

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