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What is the smallest trustworthy evaluation for an AI feature?

AK

Aisha Khan

Backend engineer · 4,820 rep
2 days ago1,133
#ai
#evaluation
#product
73

A model demo can be compelling long before it is reliable enough to put into a user workflow. I am looking for practical evaluation habits that a small product team can sustain.

How do you choose representative cases, set a threshold, and make failures visible to the humans who need to trust the output?


1 thoughtful reply

41
Most helpful reply

Start with the user action that follows the output. If a mistake changes a customer's decision, collect cases around that decision and measure the real harm, not generic accuracy.

MS

Mira Sen

@mirasen
1 day ago
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