Your Attribution Model Can't See Half of What Creates Pipeline

B2B attribution’s biggest problem isn’t first-touch vs. multi-touch. It’s missing data. A study of 521 deals found roughly half of pipeline credit came from unlogged calls, emails, notes, and relationships. Now AI agents turn those gaps into confident guesses. The fix: rebuild the record from every source and label what’s known versus inferred.

Will AI Fix B2B Attribution?

Not on its own. An AI agent answering questions from your CRM can only be as complete as the record underneath it. If calls, email threads, and relationships never made it into the CRM, the agent can't credit them. And if the record doesn't separate what was logged from what was guessed, the agent will present both as fact. Fix the record first.

Here is a deal as most CRMs see it.

A webinar. A discovery call. A proposal.

Three touches. Clean, easy to report, and missing part of the story. The...

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