Abhijit Patharkar
Nick Sands
Free Lesson

Build a Data-Backed ICP From Your Deal History

30 min
Sep 18, 2026 2:30 PM

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What you'll learn

Turn closed deals into a first-draft ICP

Give Claude a won/lost export and get win rates by industry, company size, and lead source, then a drafted profile.

Tell a real pattern from small-sample noise

The checks that matter before you trust a number: the deal count behind it, whether you can explain it, or not.

Write the ICP so it re-runs next quarter

Have Claude save it as structured criteria a script reads, plus a plain-language version your team will actually open.

Why this topic matters

Most B2B teams write their ICP once and do not revisit it since. Meanwhile deals keep closing, the market moves, and the accounts you target slowly drift from the ones that actually buy. This session shows a quick way to check your ICP against your own won and lost deals, and rebuild it from what's really closing with Claude doing the analysis and a GTM expert sanity-checking the result.

You'll learn from

Abhijit Patharkar

Abhijit Patharkar

Founding Engineer @ Nexlytix

Nick Sands

Nick Sands

Founder of Command Growth

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