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.
All badgesDemo FogMagic PipelineCRM GraffitiRobot CostumeBenchmark SmoothieInsight ShelfwareStack JengaRevOps TaxPlanhat only
Filter by vendor
Planhat
Change vendor
Filter by vendor
Planhat
All vendorsAnthropic9scorecardAmplitude7scorecardMixpanel7scorecardSalesforce7scorecardSalesloft6scorecard6sense5scorecardClari5scorecardClay5scorecardGainsight5scorecardGong.io5scorecardInstantly5scorecardLavender5scorecardLemlist5scorecardLovable5scorecardZapier5scorecardAnysphere4scorecardApollo4scorecardChurnZero4scorecardHightouch4scorecardLangChain4scorecardOpenAI4scorecardOutreach4scorecardPendo4scorecardPlanhat4scorecardReply.io4scorecardCustomer.io3scorecardHubSpot3scorecardMutiny3scorecardVitally3scorecardZoomInfo3scorecardCommon Room2scorecardPostHog2scorecardPylon2scorecard11x Alice1scorecardCognism1scorecardGong1scorecardgtm pod1scorecardReprise1scorecardUserpilot1scorecardWalnut1scorecard
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.