What our ratings can (and can’t) tell us

The headline and the missing text

In November 2026, Essembl had more than 11,600 App Store ratings in 60 countries (4,800+ of them in the US, averaging 4.5) and 4.3 stars on Google Play. In our August 2026 snapshot, about nine in ten ratings came without a written comment.

That silent majority matters. People who write are more likely to have a detailed complaint, a strong success story or a specific request. Their comments are valuable, but they aren’t a random sample of everyone who rated the app.

What written reviews are good for

Written comments reveal what a star can’t explain: how long setup took, a wrong category, repetitive outfits, photo conditions for color analysis, subscription expectations, speed, and outfit checks judged for the wrong occasion.

• One review can contain several themes.
• How often a theme appears in written reviews isn’t the share of all users affected.
• Recent app versions should be read separately from older ones.
• Countries differ in pricing and expectations.

How we use the evidence

We use the average for broad sentiment and written reviews to find problems, then compare those themes with support conversations and how people actually use the app before deciding what to change. Several of the biggest themes (variety, speed, outfit checks and clearer navigation) shaped the Essembl 1.0 redesign in October 2026.

It’s also why our guides separate a product fact, a review theme and our own interpretation. Our testing method is public, and every comparison shows when it was last checked.