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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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Salesloft

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Latest verdict
Robot Costume

Salesloft Spring 2026 Product Update

AI actions inside Clari sound slick but demand messy CRM cleanup, routing tweaks, and manager buy-in.

AI-generated tasks and emails triggered from Clari require precise CRM field mapping, routing rules, and manager adoption to avoid missed AE-accepted meetings or comp disputes.

Robot Costume
AI scripts draft calls, but reps must still edit or risk robotic pitches and CRM clutter.

AI drafts initial call scripts and cadence prompts, but reps and admins must still manually review, customize, and manage CRM fields and cadence steps to ensure proper call acceptance and routing.

Hidden assumptions

CRM buyer context fields are accurate and up-to-date · Reps will reliably review and customize AI scripts

RevOps TaxCRM Graffiti

Conversation intelligence

Salesloft Salesloft MCP Server
Salesloft logo
Robot Costume
Live AI queries need admin setup and ongoing CRM policing; no magic, just robot costumes.

AI tools can query live Salesloft data for conversation intelligence but admins must enable MCP Server and maintain CRM data quality, with humans configuring and monitoring AI outputs.

Hidden assumptions

CRM data fields are clean and standardized · Admins have configured and enabled MCP Server correctly

RevOps TaxCRM Graffiti