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.
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Latest verdictMagic Pipeline
Planhat Revenue Reporting (Early 2026)
“Promises granular forecasts but hides the real work of syncing line items and managing filter combos in the CRM.”
Revenue reporting relies on accurate deal-line item CRM fields and user discipline to filter and forecast without added RevOps cleanup work.