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Competitor Watch checks 47 pages of 10 competitors every morning and stays quiet unless something real changes.
I built it for Calilio, a B2B SaaS phone system.
The problem: competitor pages change every day, and most of those changes do not matter.
What I built: a Python script on GitHub Actions. It compares each page with its last saved copy, and Google Gemini writes what changed, the impact on Calilio and one action.
How I checked it: a change must still be there 12 hours later before it becomes an alert, and code checks every AI claim against the page itself.
It runs on free tiers, in about 2 minutes a day.
Want a watch like this for your market? Message me.
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