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Product · canny.io · Thursday, 27 August 2026

AI feedback capture "takes 5 minutes" — Canny spent 356 hours proving otherwise

A demo prompt can pull feature requests out of a support ticket instantly, and that's exactly the trap: Canny's candid hour-by-hour ledger shows what in-house AI feedback capture really costs. Prompt tuning, hand-labeled benchmark sets, a leaky ingestion pipeline, and compliance work stack up to 356 engineering hours — plus a frontier-model bill that started near $3,000/mo before a cheaper model brought it to ~$200. The lesson for product teams: the demo is 1% of the build.

Read the source: canny.io ↗In the 27 August issue →