Build an App That IDs Alcohol Bottles by Photo

You want to point your camera at a shelf of bottles and get back drinks you can actually make tonight. Instead of hunting for a bottle scanner app that half-fits, you can build your own in Auto — tuned to your bar, your taste, and the people you’re pouring for.

Build it in Auto

Auto is camera-first: you describe the app you want, snap a photo, and Auto builds you a personal mini-app (a “Frame”) around it. For a cocktail finder, the flow is simple:

Open Auto and describe what you want: an app where you photograph your spirits and get a few cocktail recipes you can make with them.
Take a photo of your bottles. Auto reads the labels and identifies the spirits — the same job you’d expect from any scan bottle label app.
Add your rules. Only suggest drinks you can actually make, prefer classic recipes, skip ingredients you don’t want listed.

That’s it. In a few minutes you have your own identify-spirits app that fits exactly how you drink — not a generic download.

How someone built theirs

One Auto user built a cocktail Frame this way, refining it prompt by prompt:

They started by asking for an app that takes a photo of several spirits and returns one to three cocktails — only using spirits visible in the photo, though common mixers were fair game.
When photos weren’t returning results at first, they flagged it and Auto fixed the recognition.
They redesigned the recipe view: instead of a cramped expander, each recipe opens on its own screen with ingredients up top and big, chunky step-by-step instructions readable from across the room, drink in hand.
They added favorites on the home page, stripped the title and count for a cleaner look, and dropped in a search bar to filter by ingredient.
They tightened the recipe logic: recipes don’t need every ingredient, and real classic cocktails take precedence over improvised “twists.”
They added a drinks cabinet — every bottle seen in a photo gets saved, so future recipes can draw on both what’s in the current photo and everything they own.
Final polish: red as the primary color, no ice listed as an ingredient, and clean drink names with no parentheses.

The result is a Frame like Mix Master — proof that people are already building their own bottle-ID cocktail apps rather than settling for one off the shelf.

FAQ

Isn’t there already an app that identifies alcohol bottles by photo? There are several, and they’re fine for generic use. But they can’t know your collection, your favorite classics, or that you never want ice listed. Building your own takes minutes and fits exactly what you want.

Do I need to know how to code? No. You describe the app in plain language and refine it by typing what you’d change, like the user above did.

Can it use ingredients that aren’t in the photo? Yes. You decide the rules — many builders let common mixers and a saved drinks cabinet fill in around the spirits the camera identifies.

Can I change it later? Anytime. Add a search bar, change the color, adjust the recipe logic — just tell Auto what you want next.