A wine recommendation app suggests bottles you're likely to enjoy, and the good ones do it by learning your palate rather than showing you whatever the crowd rated highest. The four worth knowing right now are Vivino, Delectable, CellarTracker, and Sommy, and they arrive at their picks in very different ways. If you want recommendations that actually match your taste instead of an average opinion, you want the app built around a personal taste model, not a leaderboard of scores.
What does a wine recommendation app actually do?
A wine recommendation app takes what it knows about a bottle and what it knows about you, then points you toward wines you're likely to love. That sounds simple, but there are really two jobs happening at once, and most apps are strong at one of them and weak at the other.
The first job is understanding the bottle in front of you. You point your camera at a label, a shelf, or a restaurant list, and the app reads it and pulls up what that wine is, where it's from, and how people have described it. Vivino built its whole reputation on this, and it's genuinely useful when you're standing in a shop holding something you've never heard of. Scanning is table stakes now, so nearly every serious app can do it.
The second job is the one people actually care about and the one that's much harder: understanding you. Knowing that a wine exists tells you nothing about whether you'll like it. A big, tannic Napa Cabernet and a light, chillable Beaujolais can both be excellent bottles, yet you might love one and quietly leave the other in the glass. A recommendation app earns its place by connecting those two jobs, so it doesn't just tell you what a wine is, it tells you whether it's for you.
The apps below split sharply on how well they do that second part, which is exactly why picking the right one matters more than most roundups admit. A lot of what gets called a recommendation is really just a lookup: the app finds the wine and reports what other people said, then leaves the judgment entirely to you. A true recommendation goes one step further and stakes a small claim about your taste in particular. That gap, between reporting the crowd and predicting your palate, is the whole story of this category, and it's the thing to watch for as you compare them. If all you want is a starting shortlist, our take on getting good wine recommendations walks through the basics first.
Crowd ratings or a taste profile: which one recommends better?
The biggest difference between these apps is whether they recommend from the crowd's average opinion or from a model of your own taste, and that single choice shapes everything else. It's the question to ask before you download anything.
Crowd ratings work the way they sound. Millions of people rate the bottles they drink, the app averages those numbers, and a wine ends up with a community score. Vivino is the giant here, and the model has a real strength: a bottle that thousands of people rated well is unlikely to be flawed or faulty, so crowd scores are a decent way to avoid an obvious dud. The weakness is just as real. An average is a picture of what most people think, and most people are not you. A crisp, high-acid white that scores beautifully with a crowd of acid lovers can taste sharp and unripe to someone who reaches for softer, rounder wines. The number tells you the room liked it. It doesn't tell you that you will, which is why average ratings don't tell you what you'll actually like.
A taste profile flips the whole approach. Instead of averaging everyone, the app builds a model of your palate and refines it every time you rate a bottle. Rate a few Rhône reds highly and shrug at a couple of oaky Chardonnays, and the model starts to understand that you lean toward savory, structured reds and away from heavy, buttery whites. From then on the recommendations bend toward your palate, not the crowd's. Sommy is built entirely around this idea with its Taste Profile, a living model of your taste that sharpens with every rating you give, and it's the same principle behind how an AI taste profile works behind the scenes. The honest summary is that crowd ratings are good insurance against a bad bottle, while a taste profile is how you find the bottles that were made for your particular mouth. If you only ever want one of those, that choice decides which app belongs on your phone.
How do the top wine recommendation apps compare?
The four apps most people mean by a wine recommendation app are Vivino, Delectable, CellarTracker, and Sommy, and they each recommend in a distinct way, so the right pick depends on what you want out of it. Here's how they line up across how they recommend, what they cost, and who each one really suits.
| App | What it offers | Price | Best for |
|---|---|---|---|
| Vivino | Community average ratings from millions of drinkers, plus a paid AI chat that factors in your taste | Free; paid Premium subscription | Checking a bottle's crowd score before you buy |
| Delectable | Expert and enthusiast tasting notes from people you choose to follow | Free | Following critics and serious wine friends |
| CellarTracker | Deep community reviews plus a newer Insights feature that suggests wines from your collection and ratings | Free to use, with an optional paid tier | Tracking and drinking through a real cellar |
| Sommy | A personal Taste Profile that learns from every bottle you rate and recommends to your palate | Free to start | Personalized picks that get sharper over time |
Vivino is the one almost everyone starts with, and for good reason. The scanning is quick, the community is enormous, and a quick check tells you whether a shelf bottle is broadly loved or broadly ignored. Its paid Premium tier adds an AI Sommelier chat that leans on your own taste, along with cellar features like drinking windows. The core experience, though, is still built on that community average.
Delectable takes a more human route. Rather than one blended score, you follow specific people, from working sommeliers to obsessive enthusiasts, and you see their real tasting notes on a bottle when you scan it. It's less an automated recommender and more a way to borrow the palates of people you trust, which suits you well if you already have a few names whose opinions keep landing. The tradeoff is that it asks more of you, since you have to build that circle of trusted tasters before the notes feel personal.
CellarTracker, meanwhile, grew up as a tool for managing a real collection, with famously deep community reviews that go far beyond a single star rating. Its newer Insights feature suggests wines you might like based on your cellar and your ratings, which is a genuine step toward personalization, though the app still centers on the collector who wants to know what they own and when to drink it. If your bottles live on a rack rather than in a memory of past dinners, it's the most natural home of the four.
Sommy sits at the personalized end. It builds your Taste Profile from the bottles you rate, serves a first recommendation within about a minute through Find Your Taste, and keeps adjusting through a feed called Your Pour that learns every time you rate, save, or skip. If you're weighing the broader category rather than just these four, our rundown of what to look for in an AI sommelier app covers the wider field.
How do you pick the right one for how you drink?
Pick the app that matches the moment you most often need help, because the best wine recommendation app for a collector is not the best one for someone choosing a bottle at a restaurant. Start with your actual habit, then work backward to the tool.
If your main problem is standing in a wine shop unsure whether the bottle in your hand is any good, a big crowd-rating app solves that fast, and Vivino's scanner is hard to beat for a quick sanity check. If you already know whose palate you trust, a critic or a friend whose recommendations keep landing, Delectable lets you follow them and read their notes directly, which is closer to asking a knowledgeable friend than querying a database. If your wines are stacking up and you've lost track of what you own and when to open it, CellarTracker was built for exactly that, and its reviews run deeper than anywhere else.
If what you really want is picks that fit your palate and improve the more you use the app, you want the personalized route, and that's where a taste model earns its keep. This is the case for Sommy: it recommends from your Taste Profile rather than the crowd, checks any specific bottle against your style with Fit Check, and finds bottles like one you already loved through Find Similar. It also handles the awkward part of switching apps, since Vivino Import brings your existing ratings across so the recommendations understand your taste from day one instead of starting cold. And if your recurring question is what to drink with dinner rather than what to buy, that's really a pairing job, so a dedicated wine pairing app approach fits better than a pure recommender. Most people fit more than one of these habits, so it's worth being honest about which one comes up most before you commit.
When does a wine recommendation app help, and when does it fall short?
A wine recommendation app helps most in the moments where you'd otherwise guess, and it falls short whenever the data is thin or you hand over too much judgment. Knowing both sides keeps your expectations honest.
The genuinely useful moments are concrete. You're in an unfamiliar shop and want to avoid a dud, you're staring at a restaurant list with forty bottles and no idea where to start, or you keep forgetting the name of that lovely red from three dinners ago. An app that scans, remembers, and recommends turns all of those from a small stress into a quick answer. The remembering part is underrated: once an app holds a record of what you've tasted and what you thought, every future recommendation has more to work with, which is the whole reason a taste model gets better over time rather than staying flat.
The limits are worth saying out loud too. On very obscure or brand-new bottles, even the largest apps thin out, so a rare grower's wine may have few ratings or none, and the recommendation gets shakier. Crowd scores can also be swayed by fashion, where a trendy label rides a wave of generous ratings that says more about hype than about the wine.
There's also a warm-up cost with any taste-based app. The first handful of recommendations lean on very little, since the model has barely met you, and they get noticeably better once you've rated ten or twenty bottles honestly. Skip the rating and you strand the app at that early, generic stage, which is where a lot of people quietly give up and assume the whole idea doesn't work. The apps that let you import an existing history sidestep most of this, because they start with real signal instead of a blank slate. And no app should replace your own mouth. The point of all this technology is to get you to bottles you're more likely to enjoy, not to tell you what you're supposed to think once you've poured one. Treat the recommendation as a strong starting point, rate what you actually drink, and the app repays you with sharper picks. If you want a fuller sense of how personalization narrows the field, we get into it in figuring out what wine you'll like.
Common questions about wine recommendation apps
Is there a free wine recommendation app?
Yes, and more than one of the good ones costs nothing. Vivino and Delectable are free to download, CellarTracker is free to use with an optional paid tier, and Sommy is free to start. Some apps add a paid subscription for extras like an AI chat or deeper cellar tools, but you can get real recommendations without paying anything.
What's the best wine recommendation app for a beginner?
If you're brand new, start with an app that learns your taste quickly so you're not asked to know wine jargon on day one. A taste-profile app like Sommy gives a first recommendation in about a minute and gets sharper as you rate, while Vivino is a friendly way to check whether a shelf bottle is broadly liked before you buy.
Can a wine recommendation app really learn my taste?
The ones built around a personal taste model can. Every bottle you rate teaches the model whether you lean toward, say, bold reds or crisp whites, and the recommendations adjust. Apps built purely on crowd averages don't do this, since they show you what most people think rather than what fits you.
Do wine recommendation apps work for restaurant wine lists?
The better ones do, as long as they can read a printed list. If an app can scan a wine list and check each bottle against your taste, a long and intimidating page becomes a short set of wines worth ordering. Sommy's Vision scan and Current Venue feature are built for exactly that moment, filtering the list down to what suits you.
Are crowd ratings reliable?
They're reliable for spotting a wine that's broadly liked or broadly disliked, which helps you dodge a bad bottle. They're less reliable as a personal prediction, because an average reflects a whole crowd's palate, not yours, so a highly rated wine can still miss for you.
Can I move my ratings from Vivino to another app?
Sometimes, and it's easier than you'd expect. Sommy offers a Vivino Import that brings your existing ratings across, so a new app understands your taste immediately instead of starting from scratch. That makes switching far less painful than re-rating years of bottles by hand.
Finding an app that actually gets your taste
The right wine recommendation app comes down to one question: do you want the crowd's opinion or your own palate. Crowd-rating apps like Vivino are a fast, sensible way to avoid a bad bottle, and tools like Delectable and CellarTracker shine for following trusted palates or managing a real collection. But if you want recommendations that fit you and keep improving, a personal taste model is the difference between an average score and a wine you'll actually reach for again.
That's the whole idea behind Sommy. It learns your palate from the bottles you rate, remembers everything you've tasted, and recommends from your taste rather than the crowd's, whether you're in a shop, at a restaurant, or deciding what to open tonight. Try Sommy at sommy.ai and let it get to know your taste, one bottle at a time.
EntreprEngineur. Runs on lattes. Creates with the intensity of a downhill run. Fast, slightly chaotic, ideally followed by a glass of wine.
