A ceiling you can measure is a ceiling you can design around. Three things in the app come directly from what this study found.
The app will not take the photograph at all until the light on your face is even — one side no brighter or warmer than the other.
Before each of your first five scans, it coaches you through the same ritual — same time, same light, no makeup, ideally right after your evening cleanse.
And we blend two independent models instead of trusting one. One model on its own just sounds confident.
Then we tested the blend, and it held. Read by the models the app ships today, those same photographs came out at nearly the same score under both lights — while one model on its own swung on a single lane. Averaging two independent reads is what absorbed that, and it is why two models read every scan rather than one.