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Personalised food recommendation apps: which ones actually learn your taste?

"Personalised" usually means "popular near you". Here's which apps actually learn what you like.

Glütty · 14 October 2026

A diner tries a forkful of spicy noodles at a busy restaurant.

Three kinds of personalised

Some apps personalise from your history: places you've rated. Some from your friends: what people like you liked. A few from a stated taste profile: what you tell them you love and avoid. The best results usually come from combining your own history with stated preferences.

AppLearns fromRecommends
BeliPlaces you rank, friendsRestaurants
mapstr plusWhat you describe in a searchPlaces
GlüttyTaste quiz, your ratings, dietRestaurants and dishes on a menu

Beli

Shows a taste profile from your rankings and recommends restaurants, plus a match score with friends.

Best for:
Restaurant recommendations shaped by your circle.
Watch out:
Needs a good number of rankings before it knows you.
Platforms:
iPhone, Android
Price:
Free with in-app purchases
Official page

mapstr plus

An AI search where you describe what you want, like "a vegetarian restaurant with a terrace".

Best for:
Finding a type of place quickly.
Watch out:
Paid tier; recommends places, not dishes.
Platforms:
iPhone, Android, web
Price:
Paid subscription
Official page

Glütty

Scan, upload or paste a link to any menu. Every dish is translated into your language, explained in plain words, and can be shown as a picture. Members also get a match score for each dish based on their own taste profile, plus dietary flags.

Best for:
Recommendations down to the dish, built on a taste quiz and every dish you rate.
Watch out:
Free accounts get three menu scans a month. Match scores, taste memory and unlimited scans need the £8.99/month membership.
Platforms:
Web app, works in any phone browser
Price:
Free tier; membership £8.99/month
Try it

Our steer

Friends' taste and your taste aren't the same. If you want recommendations about you, choose an app that asks what you like and keeps learning from your ratings.

Sources

Read next

Your personal taste engine for dining out.