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Confidence Routing: How to Sell an Outcome Instead of Hours
The old services model bills for effort. To sell the outcome instead, the system has to know when it does not know, and behave differently when it does…
Jul 21
•
Nikhil Gupta
June 2026
The Real Work in AI Services Is Making Data Legible
Everyone obsesses over the agent. In practice most of the engineering happens underneath it, turning an illegible enterprise data estate into something…
Jun 30
•
Nikhil Gupta
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