Why 5-Star Ratings Broke Restaurant Discovery

The system we built to help people find great food has quietly become the biggest obstacle between you and your next favorite spot.

A 4.7 on Yelp used to mean something. Now it means the restaurant has been around long enough to accumulate reviews, has actively managed its reputation, and hasn’t done anything egregious enough to tank its score. It doesn’t mean the food is good. It definitely doesn’t mean the food is good for you.

The averaging problem

Star ratings are averages. They take thousands of opinions from thousands of different people with thousands of different preferences and collapse them into a single number. The information that gets lost in that compression is exactly the information you need.

What actually works

Specificity. “This place is great for a quiet dinner where you can actually talk” is more useful than a 4.7. “The kitchen gets slammed on weekends — go on a Tuesday” is more useful than a 4.7. “Ask for the off-menu pasta” is more useful than a 4.7.

That’s the kind of signal we’re building toward. Recommendations that tell you something real.