AI module Negative Keyword Guardrail

Negative Keyword Guardrail:

Broad match kept finding new ways to spend money on searches no sane person would have chosen.

client problemworking moduleoperator review

Built from a real problem Negative Keyword Guardrail

The work behind the module.

I built a guardrail that reads search terms, groups junk intent, explains the pattern and prepares negative keyword decisions for approval.

Waste gets into view earlier. The account stops teaching itself expensive nonsense while you’re busy elsewhere.

It reads the source material, handles the repeatable work, and stops for review before judgement or money gets involved.

live systemhuman reviewreceipts attached

“Broad is great at capturing cheap intent. But also great at getting expensive clicks. This stops that waste dead.”


Bring the messy version. I’ll tell you where I’d start.

The FOMO, the half-built experiment, the broken workflow, or the grand idea—bring that. We’ll shape the first build from there.