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Beyond 'Restaurants Near Me': Finding Places That Actually Match You

A Google search gives you restaurants nearby. It doesn't give you restaurants that are right for you. Meet Scout — TasteBuddy's answer to personalised dining discovery.

March 23, 2026Gahan Rakholia

Hands holding a smartphone over a cafe table with a map showing location pins, keys and coffee nearby—personalised restaurant discovery instead of a generic list.

You've done it a hundred times. You're hungry, you don't have a plan, and you type "restaurants near me" into Google.

What comes back is a list sorted by stars and distance. You scroll. You open a few menus. You close a few tabs. You open them again. You spend twelve minutes doing this before giving up and going to the same place you went last week.

This is the dirty secret of restaurant discovery: it hasn't actually been solved. The tools we have are good at finding restaurants. They're not good at finding the right restaurant for you, right now, on this particular evening.

That's the problem we built Scout to fix.

What "Restaurants Near Me" Gets Wrong

Let me describe what a generic restaurant search actually gives you.

It gives you a sorted list of places within walking or driving distance. The sort key is some blend of popularity, recency of reviews, and whether the business paid for placement. The results are the same for you as they are for your neighbour, your friend visiting from another country, and a food critic with completely different tastes.

There's nothing wrong with popularity as a signal. Popular places are usually worth knowing about. But popularity is a community average — and you're not an average person. Your tastes are specific. Your tolerance for spice, your preference for bold flavours over subtle ones, how you feel about rich sauces versus clean broths — these are yours, and they're consistent. A highly rated restaurant that leans entirely on fermented, funky flavours might be heaven for one person and a misfire for another.

The existing tools give you the same map regardless of who you are. Scout gives you a map that's calibrated to your palate.

Two Piles, Not One

Here's where Scout does something a bit different from what you might expect from a personalised recommendation engine.

Most recommendation systems optimise for one thing: give you more of what you already like. Listened to this song? Here's a similar song. Bought this book? Here's another book just like it. Ordered spicy Thai food last week? Here's more spicy Thai food.

That's comfortable. But it's also a trap. It narrows the world instead of expanding it.

Scout gives you two piles of results.

The first pile is Comfort. These are restaurants that fit your taste profile well — places where the menu is likely to have dishes you'll genuinely enjoy based on what we know about your palate. If you lean towards bold umami flavours, mild heat, and prefer savoury over sweet, Comfort results skew towards places that deliver that. These are your safe bets — not generic safe bets, but your safe bets.

The second pile is Adventure. These are restaurants that sit on the other side of your taste profile. If you tend towards comfort food and familiar textures, Adventure might surface a place that pushes into bolder, more unfamiliar territory. If your palate skews savoury, Adventure might push you towards something that leads with brightness and acidity.

The logic here is simple: you can't discover what you might love if you're only ever sent to places you already know you'll like.

Overhead split of two meals on one table: a cozy, familiar bowl on one side and a bolder, more adventurous plate on the other—Comfort versus Adventure.

Why the Adventure Pile Matters

Here's something I think about a lot: most of us have a broader palate than we think. The foods we avoid are often the ones we've never had prepared well, or never had in the right context, or never had when we were actually open to trying something different.

Cuisine preferences are deeply influenced by exposure. People who grew up eating Korean food find fermented flavours baseline, not challenging. People who grew up near the coast often have an easy relationship with raw fish and ocean-forward flavours. These preferences developed because someone, at some point, put the right dish in front of them at the right moment.

Scout's Adventure recommendations are designed to be that moment.

The idea isn't to push you somewhere you'll have a bad time. The restaurants in the Adventure pile are still real recommendations — places we think are worth visiting. The difference is that they'll probably challenge your default order, offer you something you wouldn't have sought out on your own, and give you the chance to discover that a flavour you thought you didn't like might actually be a flavour you just hadn't encountered done right.

Some experiments won't land. That's honest. But the ones that do — those become new favourites, and your world gets a bit bigger.

Once You're at the Restaurant

There's a moment that almost every diner knows. You're seated, the menu is open in front of you, and even though you've made it to the restaurant, you're not sure what to actually order.

Maybe you're at a Japanese izakaya and you recognise about a third of the dishes. Maybe the menu at a Vietnamese spot has fifteen things you want to try and you need to narrow it down. Maybe you're at an Indian restaurant with a regional menu you've never encountered before and you don't know what the safe picks are versus the ones that'll be overwhelming.

This is where Scout hands off to TasteBuddy's scan feature.

Once you're at the table, you can scan the menu and get personalised dish-level recommendations — not just "this restaurant is a match" but "here's what to order inside it." The same taste profile that found you the restaurant now helps you navigate the menu once you're there. You can make informed choices about what you'll likely love and what might not be your thing, without having to guess or default to the safest-sounding option.

The full loop: Scout gets you to the right place. Scan helps you order right once you're there.

Low angle at a restaurant table: an open printed menu with a phone held above it as if scanning, suggesting Scout handing off to menu scan for dish-level picks.

How Scout Works in Practice

Open Scout, drop a pin or type your current location, and set your search radius. You can keep it tight (500 metres, useful if you're on foot) or open it up to 20 kilometres if you're willing to drive.

There's also a budget filter. Tell Scout whether you're looking for a quick affordable meal, a mid-range dinner, or a special occasion restaurant, and the results adjust accordingly.

Then hit Scout.

The map pins for Comfort restaurants show up in teal. Adventure restaurants are amber. Each card shows you the restaurant name, cuisine type, price level, Google rating, and — most importantly — a short note explaining why we picked it for you. Not why it's generally good. Why it specifically matches (or deliberately challenges) your profile.

Tap a pin and you get a quick summary right on the map. If it looks right, the card links directly to Google Maps so you can get directions, check current opening hours, and see the full review landscape.

The list view gives you the same information in a format that's easier to scan sequentially if you want to compare options before committing.

The Feature That's Missing From Every Food App

I'll say it plainly: the reason we built Scout is that the "restaurants near me" search is broken for anyone with a developed taste profile.

If you've been using TasteBuddy for a while, we know quite a bit about your palate. We know the flavour dimensions you lean towards, the texture preferences you've expressed, the cuisines where you've consistently found dishes you love versus the ones where you've struggled. That information should be doing more work for you.

Sending you a generic popularity-sorted list ignores all of that. Scout is our answer to that gap — a discovery tool that actually uses what we know about you to help you find your next meal.

Not what's near you. What's right for you, near you. And sometimes, what might expand what "right for you" even means.


Scout is live now in TasteBuddy. Open the app and find your next restaurant.

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