Empirical Revenue Leakage Model • 2026
AI Shopping Drop Rate & Revenue Calculator
Calculate how much revenue your Shopify store leaks when ChatGPT Search, Perplexity, and Google AI Overviews drop your product variants due to client-side schema issues.
$10k/mo$500k/mo$2M/mo
10% (Single SKUs)50%100% (Sizes/Colors)
Estimated Lost AI-Mediated Revenue
$5,729 / month
$68,748 / year leaked to structured competitors
Benchmark Drop Rate: 68.2%
Estimated AI Search Share: 12%
Scan Your Store to Identify Exact Leaked Products:
Calculation Methodology:
Model parameters are grounded in Relayeo's October 2026 longitudinal benchmark of 1,284 Shopify storefronts and industry conversational search market share data. Assumes 68.2% silent variant dropout rate on multi-variant products in static HTML RAG evaluation.