AI agent pioneers share 3 hard lessons (opens the source in a new tab)

  • Adobe, Salesforce, Kyndryl and Freeport-McMoRan all failed and pivoted, then concluded: solve a specific problem, pair tech with business teams, and chase ROI.
  • Salesforce cut hundreds of agents to a few; its legal-routing squad lifted first-time-right routing from 12% to 34%, saving over $350,000 a year.
  • Freeport-McMoRan’s agents processed about $500mn of invoices in six months; Kyndryl says automating a clunky process ‘made it more complicated’.
74%
expect agent redesign
16%
feel prepared
12→34%
right-first-time

Why it matters Agents pay off only when the workflow is rethought first.

Other side These are top-ranked adopters, and two sell agents themselves. Are their wins typical, or the best case?

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