Stop Sending Me Engineers: What OpenAI, Anthropic and Microsoft Misread About Enterprise AI
CIO, Tuesday, October 13th, 2026
Forward-deployed engineers win pilots, a CIO argues, but can't own the cross-functional trade-offs that turn AI into cash.
The author notes that OpenAI, Anthropic, Microsoft and AWS are pouring billions into forward-deployed engineering units after MIT found that 95% of enterprise AI pilots showed no profit impact.
That model is built to convert pilots to production within a quarter, not to diffuse AI through the business.
Using a demand-forecasting example, the author shows that accuracy gains free no cash unless they change decisions on safety stock, supplier commitments or build schedules.
Outside engineers deliver local, siloed wins, while the results CFOs care about cross functions and show up in cash quarters later.