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Andreas Fuchs's avatar

That’s a fantastic post, Sam!

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Neural Foundry's avatar

Outstanding breakdown of the implementation challenge here. The triangulation approach for pipeline attribution (CRM + self-reported + call transcripts) is pragmatic, but there's actualy an underappreciated layer: the time lag between brand search lift and closed deals can kill momentum if leadership isn't prepped for it. I've watched 2 teams lose their Dark SEO budget midway through Q2 because they showed brand search up 40% but pipeline was still catching up from the previous attribution model. Setting expectaions around that 6-8 week delay upfront seems critical to surviving death moment #1.

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