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The Blog

Frameworks, Breakdowns & Build Journey

Building AI-first operations for small service businesses. The frameworks I'm using, the systems I'm shipping, and the mistakes I'm making in real time.

Build Journey

Ads aren't broken — your intake is

May 16, 2026 · 7 min read

Why service businesses think paid ads stopped working — and the closed-loop intake system I built to fix qualification, drop-off, and revenue signal.

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