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Marketing & Sales

Decision Atlas AI for
Sales Funnels

Value ladder theory vs the arithmetic of a real pipeline.

Why analyze this?

Funnel gurus love diagrams. Decision Atlas AI rebuilds the math — conversion at each step, breakeven, ad tolerance.

Tactics we flag

  • 01Ladder-diagram theater
  • 02Case studies without ad spend

Missing pieces we surface

  • 01Step-by-step conversion rates
  • 02Refund exposure
  • 03Payback per funnel
The one question this category should always answer

"What ROAS does this funnel actually require to work?"

Works on sources like

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