Free Tool — Incrementality Calculator

What's your social commerce
revenue opportunity?

Enter 4 inputs. Get your projected $/month lift, attribution leak estimate, and annual GMV opportunity — based on Whatnot show research medians and LiftOS measurement math.

Your Results
Projected $/mo — Next Cadence
Annual GMV Opportunity
vs staying at current cadence
Attribution Leak
Founder-Hours/mo Lost
to attribution guesswork

Operating Signal
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What This Tells You

The math behind LiftOS

Projected revenue uses Whatnot show research medians (1×→$3.2K, 2×→$6.8K, 3×→$11.4K, 4×→$13.5K/mo), pro-rated against your actual revenue. Attribution leak estimates are derived from industry holdout benchmarks.

Deeper Diagnostic

AI Revenue Readiness Scorecard

12-question assessment across 4 pillars: attribution maturity, creative-to-revenue signal, pricing intelligence, and operating discipline.

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Build the Infrastructure

AI Incrementality Playbook

The full measurement build: holdout testing, marginal attribution, and the feedback loops that compound over time. $299–$499.

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