Public teardown library

We translated 153 AI GTM pitches from 39 vendors. Receipts attached.

Every public result keeps the joke attached to a useful buyer artifact: claim, hidden assumptions, one main badge, supporting risks, and one-week test. Newest verdict first.

All badges Demo Fog Magic Pipeline CRM Graffiti Robot Costume Benchmark Smoothie Insight Shelfware Stack Jenga RevOps Tax Lovable only

Latest verdict

Robot Costume

Lovable Claude Opus 4.6

“Claims more autonomy but humans still own QA and exception handling for complex design workflows.”

Claude Opus 4.6 offers more autonomous AI design assistance but still requires human oversight for sequence QA and managing complex workflows.

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Support / product assistant

Lovable Discoverability

RevOps Tax

“SEO is great, but without linking to your CRM or marketing ops, it’s just another dashboard to ignore.”

Lovable's SEO features require ops teams to manage new fields, monitor search traffic attribution windows, and adjust content update processes to realize value.

Hidden assumptions

Search engines actually crawl immediately and index as expected · SEO metadata fields in the app are correctly configured and maintained

Demo FogInsight Shelfware

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