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 HubSpot only

Latest verdict

Robot Costume

HubSpot Smart Deal Progression

“AI drafts CRM updates and emails, but reps are still the gatekeepers — no magic pipeline without human thumbs up.”

AI drafts post-meeting CRM updates and emails, but reps must review and confirm to keep pipeline accurate and avoid noisy data.

Read the verdict Share on X Share on LinkedIn

AI SDR / outbound

HubSpot HubSpot AEO

Benchmark Smoothie

“AEO promises AI lead growth but leans on aggregated user stories without granular CRM attribution or pipeline proof.”

HubSpot AEO offers marketers AI search visibility and prompt suggestions based on CRM data, assuming smooth integration with lead attribution and marketing execution workflows to boost AI-sourced pipeline.

Hidden assumptions

AI answer engine data is reliably accessible and matches buyer behavior · Recommendations align with actual buyer search intents and marketing workflows

RevOps TaxCRM Graffiti

X LinkedIn

Support / product assistant

HubSpot HubSpot Growth Context Suite

Robot Costume

“Promising AI autonomy but still needs reps to review emails and managers to fix CRM data and workflows.”

HubSpot's AI agents automate marketing, sales, and support tasks using CRM data and team context but rely on reps' approval and clean workflows to deliver value without adding ops overhead.

Hidden assumptions

Your CRM and website data are clean and comprehensive. · The AI correctly interprets your customer language and queries.

RevOps TaxDemo Fog

X LinkedIn