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Most teams building their first GTM agent make the same handful of mistakes - and they often discover them only after reply rates drop or a domain gets flagged.

Drawing on an analysis of 5 million outbound messages, Dor Vardi will break down what actually causes campaigns to fail:

  • Generic personalization tokens
  • Poor trigger-to-message matching
  • Message cadence mistakes
  • Low-quality signals
  • Agents that optimize for volume instead of relevance

This is a data-backed autopsy of what fails - and what to build instead.

About the speaker

Dor Vardi is Cofounder & CEO at Spear.

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