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Insights

Public enterprise AI cases, read for the mechanism rather than the headline. Figures are the companies’ own claims; we cite the source and draw the lesson for a DACH company of 30 to 300 engineers.

  • What others do

    Private platforms vs. agent-native products

    JPMorgan, Imperial, Klaviyo, Figma, Chinasoft. From a safe chat for employees to agents wired into the systems. What the DACH mid-market should copy and skip.

  • What others do

    What support teams actually shipped

    Klarna, Intercom, Autodesk, Starbucks. Read for the mechanism, not the headline: an operator wired into backend APIs, with evals. What a COO should measure.