Dealer Photo Quality Scoring

Vehicle Image QA

Automated quality scoring for dealer vehicle photos. We pull your inventory, analyze every image, and flag the ones hurting your listings — before shoppers ever see them.

Start free account Go to dashboard
6
Quality checks per image
Per-VIN
Rollup scoring
On demand
Scan when you choose
What it does

Every listing photo, checked automatically

One domain. A complete quality picture of every vehicle photo on the lot.

🔍
Sharpness
Laplacian-variance focus check flags blurry, out-of-focus lot photos that tank engagement.
☀️
Exposure
Histogram clipping detection catches blown-out highlights and crushed shadows from harsh light.
🎨
White balance
Gray-world color-cast analysis spots fluorescent showroom tints that misrepresent paint.
📐
Resolution & framing
Low-resolution and upscaled stock images are flagged so every VIN shows real, crisp photos.
🧬
Duplicate detection
Perceptual hashing surfaces the same photo reused across multiple VINs and OEM stock reuse.
📊
Per-VIN coverage
Every vehicle gets a rollup score and a worst-first queue, so your team fixes what matters.
Pricing

One license, pay only for what you scan

Your organization buys an annual license. Each vehicle scanned is metered and invoiced monthly.

600 USD/year license + 0.50 USD per vehicle scanned, billed monthly net 30
  • The annual license covers your organization and its dealer sites.
  • A vehicle is counted once each time its photos are scored in a scan.
  • Usage is invoiced monthly in arrears, payable net 30.
Start free account Go to dashboard