Automotive DetailingQuality Control

CleanCheck Pro

Touchless Car Wash Quality Control App

Opp. Score

Reports

Severity

2Mild

Trend

stable

First Seen

May 5, 2026

App Concept

CleanCheck Pro

CleanCheck Pro is a mobile app that uses computer vision and user-guided inspection to validate the cleanliness of a touchless car wash. After the wash, the user takes photos of key areas (tires, rear plate, mirrors) and the app highlights dirt or missed spots, providing a cleanliness score and actionable steps for touch-up.

Key Features

Post-wash photo analysis to detect dirt and missed spots
Guided inspection of common problem areas (tires, rear plate, mirrors)
Cleanliness score and summary report
Tips for manual touch-up and wash optimization

Target Users: Car owners who frequently use touchless self-service car washes and want to ensure a thorough clean without additional manual work.

Revenue Model: Freemium: free basic inspection (5 washes/month) and premium subscription ($2.99/month) for unlimited use, advanced reports, and integration with wash station loyalty programs.

Generate a build spec

User stories, data model, API surface and a two-to-four week MVP cut — grounded in what these 3 reports actually said. Markdown you can paste into a coding agent.