Build an Outfit Rating App So You Don't Have to Ask
Sometimes you just want an honest read on your outfit before you leave the house — without texting three friends and waiting, or posting a “fit check, am I dressed appropriately?” thread on Reddit and hoping strangers are kind. This guide shows you how to build your own outfit-rating app in Auto, tailored to your style and the events you actually dress for.
Why build your own instead of downloading one
There are style-feedback apps out there, and if a generic one works for you, use it. But most give you someone else’s idea of “good taste.” When it’s embarrassing to ask friends for outfit advice — or your boyfriend rates my outfits energy is more “you look fine” than actually helpful — a personal app wins. You describe exactly what you want feedback on (a job interview, a first date, a wedding), and Auto builds a Frame around that. It takes a few minutes and it’s yours.
Building it in Auto
Auto is camera-first: you snap a photo of your outfit and describe the app you want in plain language. A good starting prompt:
“Build a fit check app. Analyze the outfit photo like a professional stylist. Identify each garment, describe fit and silhouette, pull the color palette, and note formality and style. Show a portrait photo next to a result card, a one-line summary, a few things that work, and suggestions I can preview.”
From there you refine. Ask for a first screen that stores your past fit checks. Ask for suggestion cards — swap a color, add a layer, change a hem — that regenerate an image of the tweaked outfit. Everything you tell Auto reshapes the app on the spot, so you can shape the tone (blunt, encouraging, event-specific) to match what you’d actually want a friend to say.
How someone built theirs
A real Auto user built a Frame called Fit Check, and their prompts are a good template.
They started with the full brief above: analyze each garment, ground every observation in visible detail (fabric, fit, proportions), and skip generic compliments. The first screen managed incoming photos and kept a history; the detail screen showed the full breakdown plus three suggestion cards, each with a “Generate” button to preview the change.
Then they iterated. They caught a bug where generated try-on images leaked onto the wrong fit, and had Auto store each image against its specific check. They added an illustrated banner — sharply dressed people admiring each other, mid-century-modern pop-surrealism style — and spent a handful of prompts wrestling it to fill edge to edge (eventually just scaling it up and centering it).
The most interesting change: they scrapped the numeric scores entirely. Instead of “3/5,” they asked for a pithy one- or two-word summary plus a few honest sentences of props and tips. Finally, they added a shareable results page — so a fit check could go to a friend on your terms, not the other way around.
FAQ
Do I need to code? No. You describe what you want and snap photos. Auto builds the app.
Can I make it match my style? Yes — that’s the point. Tune the tone, the categories, and the events it’s built around.
Is it better than a scored rating? Many people find plain-language feedback more useful than a number. You choose either way.
How long does it take? A basic version takes minutes; refining details takes a bit longer.