VehicleValue AI · Updated
How the photo estimate works
VehicleValue AI combines visual identification with an AI-generated U.S. market estimate. Understanding the inputs helps you judge the result.
1. Choose a clear vehicle photo
Use a well-lit front or rear three-quarter view that shows most of the vehicle. Avoid blur, heavy filters, and obstructed views. Supported formats are JPEG, PNG, and WebP, up to 100 MB. Crop out faces, readable plates, addresses, and other personal details first. Only upload an image you have permission to share.
2. Submit it for analysis
Your browser sends the selected image after you press Get Valuation and pass the security check. The API checks the file type and size, resizes the image to a maximum dimension of 1,024 pixels, and re-encodes it before sending it through OpenRouter to an AI model. Embedded image metadata is removed from this processed copy. The provider receives the image and an instruction to identify the vehicle and estimate its U.S. market value.
3. Read the estimate and the assumptions
The model returns a likely make, model, year, trim, body style, visible condition, inferred mileage, and a price range in U.S. dollars. Web search is available to the model for pricing context, but the result is not a guaranteed database lookup or a verified set of comparable sales. Source quality and the model’s identification can both affect the answer. Processing can take up to a couple of minutes.
A photo cannot establish actual mileage, maintenance, title history, hidden damage, or mechanical condition. Trim and year can also be mistaken. Treat these fields as hypotheses to verify. The tool does not collect your ZIP code or actual odometer reading, so its output is not a localized inspection-based appraisal.
4. Turn the result into a comparison
Check the vehicle details against your records, obtain the actual mileage, and compare current listings or written offers for similar vehicles in your area. Match the sale type: a dealer asking price and a trade-in offer are different measures. Use an independent inspection to investigate concerns a photograph cannot resolve.
Our valuation checklist explains the evidence to collect. The worked examples show how incorrect assumptions can change a comparison without pretending that a photo proves those assumptions.
Scope and limitations
To check a result, write its predictions next to the confirmed facts in the comparison worksheet. Record the original result before correcting anything. Repeating a request can produce a different answer; a better second result does not erase the first error.
The service is an informational starting point, not a purchase offer, certified appraisal, insurance valuation, or guarantee of what a buyer will pay. It currently targets the U.S. market and reports USD, even if the vehicle is photographed in another country. It can make mistakes or be unavailable. Seek the valuation method required by your insurer, lender, or other institution for formal purposes.
Read the privacy policy before uploading. Optional advertising and analytics choices do not affect whether you can request an estimate.