NM Insight · Editorial

Insights for operators building the infrastructure between marketing and revenue.

A weekly, editorial-grade publication on B2B performance marketing - analysis, frameworks and field notes from the operational side of the discipline.

One issue per week · No noise

Issue 05 · Featured

AI Found 66,000 Buyers in Seconds. That Was the Easy Part.

AI collapses the cost of finding buyers - and relocates the entire bottleneck to qualification. What Apollo and HubSpot actually did well, what they quietly got wrong, and the part no AI SDR pitch mentions.

AI & Marketing Operations·Natalia Marianchyk·7 min
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NM InsightIssue 05

AI Found 66,000 Buyers in Seconds. That Was the Easy Part.

Building an AI-assisted outbound system for B2B doesn't remove the hard work. It moves it somewhere you can't automate.

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The consultancy behind Insight

When the reading is done, the work begins.

NM Insight is a Berlin-based B2B performance marketing consultancy, writing about where acquisition, attribution, content and systems connect.