Case Study, AI Utility App

What's In My Fridge?

An AI app that turns a photo of your fridge into dinner, and a site that has to explain that in about five seconds.

Wellington Web Co. Studio, in house
AI & Consumer Utility
Edinburgh, Scotland
App and marketing site

Nobody has seen this before, so the site has to teach.

Most marketing sites are selling a familiar thing better than the next company. This one had a different problem. Photograph the inside of your fridge, get recipes back from what is actually in there, is not a category anyone is already shopping in. If a visitor does not understand the mechanic within a few seconds, they leave, and no amount of persuasion further down the page ever gets read.

The second challenge was justifying a subscription. On the surface a recipe app sounds like a novelty, the kind of thing you try once. The value only becomes obvious when you put it next to the number: a typical family bins around a thousand pounds of food a year, and most of that is food they forgot they had.

There was also a real product decision hiding in the copy. Scanning a fridge is the headline, but scanning a shopping receipt is often the better first experience, because it stocks the whole pantry in one go. Both had to be visible without making the product sound complicated.

Three steps, then the number.

We built the page around comprehension first and persuasion second. The hero states the mechanic in one sentence, then an immediate three step explainer walks through scan, get recipes, cook and save, using real screens from the app rather than illustrations.

We built both halves: the app in React with an OpenAI vision pipeline, Stripe billing and Redis backed limits, and the marketing site as a single static page with real app screens.

Fridge to dinner in about thirty seconds.

The app is live at scan.tryfridge.com with the marketing site in front of it. A scan takes seconds, expiry dates are estimated automatically so nothing needs typing, and the site itself loads in around six tenths of a second.

Two ways to stock a pantry

Point the camera at a fridge, or snap a shopping receipt and stock everything in one go.

No dates to type

Use by dates are estimated for every item, then the app nudges before anything spoils.

Site loads in well under a second

A single static page with real app screens, deployed separately from the app itself.

These three are our own products, not client work. We build them with the same process we sell: one clear message, a page that loads instantly and a route to purchase that does not make anyone think. Building and running our own apps is also how we stay honest about what actually converts.
Wellington Web Co. Studio, in house build

Launching something people have not seen before?

New ideas are won or lost in the first five seconds of a page. If yours needs explaining properly, that is exactly the kind of work we like.

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