Builds · Written case study

The website checkup pipeline

The internal diagnostic behind the free website rebuilds: it verifies ownership, scans the site, researches competitors, and feeds every finding into the rebuilt site.

AI · Django · Automation

What I built

A working AI-assisted research and reporting pipeline built into this website: ownership verification, desktop/mobile capture, competitor research, validated AI output, controlled scoring and market ranges, and a generated PDF, all kept under founder review.

How it came together

This is the system you're using right now. It's an actual process, not a contact form. Proof of how I build practical, human-checked AI into real software.

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I build it and publish it free. Then we talk about what should answer your phone.

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