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 Clay only

Latest verdict

RevOps Tax

Clay Clay

“Promises AI-powered outbound, but ops teams will spend weeks untangling enrichment conflicts and approval workflows.”

Clay promises AI-driven prospect enrichment and outbound automation, but expect significant setup and ongoing CRM data grooming to avoid noisy fields and routing errors.

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AI SDR / outbound

Clay Ads

RevOps Tax

“Automating CRM-to-ad sync sounds slick until you realize managing exclusion rules and refresh cadence adds a new ops tax”

Operationalizing Clay Ads demands rigorous CRM field mapping, exclusion rule governance, and scheduled audience refreshes to prevent ad waste and maintain lead routing integrity.

Hidden assumptions

CRM lead, contact, and opportunity fields are clean and up-to-date · Filters on customer status, lead score, and opportunity stage correctly segment audiences

Demo FogCRM Graffiti

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