Public teardown library
We translated 154 AI GTM pitches from 40 vendors. We had questions.
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.
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Latest verdictMagic Pipeline
Reply.io Jason 4.0
“AI 'end-to-end' outbound still bets on perfect CRM hygiene, ICP tuning, and zero sequence collisions to deliver magic.”
Jason 4.0 bundles prospect sourcing, scoring, research, and outreach into one AI workflow, assuming your ICP, CRM fields, sequence rules, and handoff paths are perfectly aligned and error-free.