Analysis, findings, and patterns from real MornningStar.ai audits. No theory. No thought leadership. Just what the numbers actually show.
iOS 14.5 broke attribution. Meta filled the gap with modelled conversions — statistical estimates presented as fact. Most D2C brands are optimising against numbers that don't exist. We analysed 23 audits to find the real gap.
The average attribution gap across our D2C audit portfolio: 38%. That means for every ₹100 your dashboard says you earned, ₹38 was never real.
Read full article →An 11-outlet clinic chain was losing ₹43 lakh to no-shows. The data to fix it had been sitting in their booking system for two years.
Average OTA commission: 22% per booking. Guest data not owned. 14 peak dates under-priced by 30–40%.
Retail return rates are a margin problem hiding inside an inventory problem.