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Finder AI Photo Locator · iOS

Find where any
photo was taken.

An app that reads a photo and finds the real place, with no location tag needed. It began as a class final project and is now live on the App Store.

My role
Concept, UX, UI and build (solo)
Timeline
4 weeks
Class final, now shipped
Tools
Figma, React Native,
Gemini API, Claude Code
Platform
iOS, iPad, Mac
Live on the App Store
Context

Finder helps travellers find the real location of a place they see in a photo. So often the best spots come from someone else's post, a café, a viewpoint, a quiet street, but the location is never tagged. Planning a trip to Hawaii, I kept saving beautiful places from other people's posts and could never work out where they actually were. So I decided to build the tool I wished I had.

Defining the problem

A photo without a location tag is a place you can't reach.

Ideation

Read the photo the way a person would.

Rather than relying on hidden metadata, Finder looks for the visual clues we all notice: the landmarks, the architecture, the street signs, the plants and the light. AI reasons through those clues to name the place, then pins the exact spot on a map. The whole idea started as three screens drawn by hand.

Original hand drawn wireframe of three Finder screens
The first sketch, three screens on one page.Week 1
React Native Gemini API for vision & reasoning Google & Apple Maps
The solution

Introducing Finder, a travel companion that turns any photo into a place you can go.

You upload an image, and in seconds you get the location, a short summary of the place, and how confident the AI is about it.

Locate

From a photo to a real place.

The whole experience is one straight path. You open the app, upload a photo or take one, add an optional hint if you like, and let Finder scan for clues. When it finishes, it returns the place, a short summary, and a confidence score, so there is never a moment of wondering what to do next.

Finder splash screen
OpenLaunch Finder
Upload photo screen
UploadPick or take a photo
Add context and find location
ContextAdd an optional hint
Scanning streets loading state
ScanAI reads the clues
Result with place name and confidence
ResultThe place, named
Save & revisit

Keep the places you love.

Because the goal is a real trip, every result can be saved with a single tap of the heart. Saved places gather into one list that opens straight into Google or Apple Maps, so the photos you loved become the itinerary you follow.

Result screen with the location saved
SaveTap the heart
Saved locations list
RevisitAll your places in one list
Trust

Confidence you can see.

AI is only useful when you can trust it. Every result shows how sure Finder is, alongside a short summary of the place, so you can decide for yourself whether to rely on it before you travel. An optional context field lets you add a hint and sharpen the search.

Detail showing a green check, the place name, a High Confidence bar and an AI summary
It shows certainty instead of pretending.

A visible confidence score is more trustworthy than a confident wrong guess.

Key design decisions
The outcome

What began as a class project is now on the App Store, rated 5.0.

After the course I kept refining the design, added new features, and shipped it. Today real travellers use it to find and save the places they love.

5.0
App Store rating
Live
On the App Store
Free+
Freemium
v2.0.2
Shipped and iterating
★★★★★
"Scary good!!"
Was sure no AI could find an obscure café from a random screenshot. It got it perfectly.
Sen esss · App Store
★★★★★
Great for travel
Bookmarks places influencers share, but they rarely post the location. This app pinpoints them accurately.
Beybiyoda · App Store
★★★★★
"Love this app"
Really useful while travelling and trying to find specific places. So easy to use.
herreropaula · App Store
v1.0
First release. Locate a photo, open it in Maps.
v2.0
Major update. Add context to a search, AI place summaries, sharing, and a smoother onboarding.
v2.0.2
Faster, more accurate analysis and broader localization.
Reflection

Shipping taught me more than any brief could. Real reviews became my usability tests, showing me what people trusted, what confused them, and what kept them coming back.

Next steps

Next I would like to run proper usability sessions with travellers, add richer detail to each place, and make it simple to share a find with friends.

Thank you for reading.
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