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Who This Works For (And Who It Doesn’t)

This is for operators and decision-makers at companies with 11–500 employees who:

  • Feel pressure to “do something with AI”
  • Have tried tools that didn’t move the needle
  • Know there are deeper operational problems hiding underneath
  • Want clarity before committing budget or headcount

This is not for:

  • People looking for quick hacks
  • Tool collectors
  • Anyone who wants AI to magically fix poor operations