Field notes
Notes from the work.
Deep dives on the handoffs, data leaks, and automation decisions that turn into revenue systems.
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Page 12 of 12
Framework + Case
Apr 20, 2026
AI auction scraping for independent dealer inventory
Inventory acquisition is the slowest lever at an independent lot. Manheim and ADESA list thousands of vehicles a week. An AI-first acquisition layer surfaces the right 5 to 10 for your lot in 15 minutes per auction day.
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Belief Shift
Apr 18, 2026
It's not a tool problem, it's an architecture problem
Most operators diagnose their AI pain as a tool problem. It is not. Adding another SaaS to a broken architecture just makes the leak bigger.
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