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Verified

AI Car-Spotting Game That Names Any Car From a Photo

Snap a car, AI names it and rates its rarity, and it joins your collection.

In plain English

Car Catcher turns spotting cars into a collecting game. You take a photo of a car on the street and AI names the make, model and year and says how rare it is. The car goes into your garage and earns points on a leaderboard. Most players buy a yearly subscription.

Automation85%
Startup costNot disclosed
Time to first $Not disclosed
Monthly range*$336 MRR

~$336 MRR; $1,227 revenue in the last 28 days (whatsthe.app via RevenueCat, snapshot Oct 1, 2026)

DifficultyMedium
Sourcewhatsthe.app - Car Catcher ↗

Operator: Sacha Smith (App Store developer)

Verified

Revenue independently checked: documents reviewed by a publication, or a public dashboard.

Not disclosed.

The tool stack

RevenueCat ↗
Free up to $2.5k MTR

Mobile subscriptions

 App Store ↗
$99/yr

iOS distribution

 OpenAI API ↗
Pay per token

LLM / vision

Prices are the vendors' published list prices as researched in Oct 2026 and change often — always check the vendor's pricing page.

Step-by-step setup

  1. Pick a hobby that already has fans and turn it into a collecting game: car spotting.
  2. Use a vision AI model to name the car and estimate rarity from a photo.
  3. Add a garage, points and a leaderboard so people keep playing.
  4. Yearly subscription; grow through car-spotting creators and short videos.

What's automated vs. the human 15%

The machine does

  • Core AI generation/analysis
  • Billing and onboarding

You still do

  • Product quality and support
  • Distribution and marketing
  • Compliance and edge cases

Overview

iPhone car-spotting game: an AI vision model identifies make, model and year from a photo and estimates rarity; cars are collected into a garage with leaderboard points; mostly yearly subscriptions.

Operator: Sacha Smith (App Store developer). Website: https://carcatcherapp.com/

Estimated split: about 85% of the work automated, 15% human.

Realistic income

whatsthe.app, an app marketplace that reads sales straight from RevenueCat, showed (snapshot Oct 1, 2026) about $336 MRR from 157 active subscriptions and $1,227 of revenue in the last 28 days. The owner has listed the app for sale at an asking price of $32,000. This is one operator’s result, often after months or years of work, and doesn’t predict yours. Check the live listing — numbers change.

Risks

  • Only about two months old at the snapshot; the owner listed it for sale.
  • Wrong car identifications annoy enthusiasts quickly.
  • Revenue in 28 days is high mainly because yearly plans are paid up front; MRR was only about $336.
  • Startup cost and time to first dollar are not disclosed.

*Income figures are illustrative ranges based on public pricing and typical outcomes reported by practitioners, not guarantees. Most new online businesses earn little or nothing at first. Not financial, legal or tax advice.

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