Lebesgue vs Causality Engine

Side-by-side comparison of ai marketing analytics for e-commerce vs causal inference for shopify attribution. Updated for 2026.

LebesgueCausality EngineYou are here
Starting price$59/mo€99 one-time
Pricing modelTiered ($59–$349/mo)€99 one-time or $299/mo Pro
MethodologyCompetitive benchmarking + marketing auditcausal inference
Setup time15 minutes2 minutes
Pixel required?NoNo
Best forShopify brands wanting competitive insights and ad auditingShopify DTC brands wanting true incrementality measurement

Where Lebesgue falls short

  • Benchmarking/audit tool — not true attribution
  • Can't measure channel incrementality
  • No causal inference methodology
  • Competitive data is directional not precise

Why brands choose Causality Engine instead

  • True attribution not just benchmarking
  • Measures channel incrementality
  • Causal inference methodology
  • Precise measurement of your own data

Try it risk-free for €99

One-time analysis. No subscription. See your true channel-level ROAS in minutes. Full refund if you don't see the value.

Finally stopped arguing with our agency about which numbers are real.

Founder, Beauty Brand

Discovered €47K/month our dashboards never showed.

CMO, Fashion Brand

No pixel required2-minute setupGDPR compliantFull refund guarantee

Stop guessing.Start knowing.

See which channels actually drive your revenue. Confidence-scored results in minutes — not months. Full refund if you don't see the value.