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AI & Data

Shipping AI that matters, not AI that demos

The gap between an impressive demo and a product that moves a metric is where most AI projects die. Closing it is the job.

AI & DataMay 12, 20266 min read

A convincing demo takes a weekend. A reliable AI feature that lifts a real metric takes evaluation, guardrails, retrieval that stays fresh, and a feedback loop. The demo is the easy 20%.

We treat AI features like any other production system: measured, observable, and reversible. If it can't be evaluated, it doesn't ship.

Done right, applied AI is one of the highest-leverage things a team can build. Done for the demo, it's a liability with a nice screenshot.

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