AI Product

What is Regression?

A drop in quality on something that used to work, caused by a model, prompt or harness change. In AI products it can hide inside an average that went up, so compare scores by slice, not just overall.

average up · refund channel down

Finish the sentencePrompthaus

After a model change, the team reports a regression. That means…

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In real work

The new model lifted the overall score but caused a regression on refund tickets, so the PM weighed a prompt fix, a narrower feature, or a training request.

In the illustration

Paper rolls past a marked change line. After it, three pens step up to new highs while the fourth pen, the refund channel, steps down below its old line.

Use it in a prompt

Find the regression in your model: compare old and new model outputs on these 100 tickets, list the cases that got worse, group them by cause, and suggest a prompt fix for each group.

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