Mars Lin

Building Webido CTR since 2019. CTR optimization across Google Maps, Search, ChatGPT, and Perplexity, on real U.S. 5G mobile infrastructure. 4,000+ local businesses served across home services, dental, legal, kitchen & bath, auto, and construction. Creator of ResolveMap™ (entity coherence audit), AI Pulse (multi-LLM brand monitoring), and DriveForge (GPS drive simulation). Austin, TX.

Writing & Talks

Long-form analysis, comparison reports, and benchmark data on CTR optimization, four-platform local visibility, and the behavioral signal layer most operators still miss.

Recent activity

Solo SEO consultants: when bulk CTR actually pencils out (and when it doesn't).

200+ agency partners taught us five things that break white-label SEO programs.

AI visibility is a 4-layer stack. Most operators are working on the wrong layer.

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