
Deterministic AI parsing
GPT-4o reads complex part numbers (RF650, Pagid RSL29, 300V) and extracts every fluid and component with zero manual entry.

AI extraction powered by OpenAI GPT-4o & track wear engine
Drop in your workshop invoices: the AI pulls out the parts and the service intervals. Import your track sessions from your GPS logger. When you sell, a public link proves it to the buyer.
Keeping this logbook pays twice: the seller can prove the maintenance and gets it back in the price; the buyer sees the real condition of the vehicle instead of guessing at it.
A complete passport, exactly as a buyer receives it: the car example·the motorcycle example
The real app: a GPS trace imported, a workshop invoice read by the AI, and the brake-fluid gauge going critical — then back to zero.
The film was shot on a car. Everything in it works exactly the same on a motorcycle — same steps, same screens — with a parts catalogue and service life of its own. See the motorcycle page
Five demo machines, cars and motorcycles. Add a track session and watch the gauges react.
Replacement required
≈ 9,952 mi or 2.3 h of track left
≈ 5,090 mi or 2.5 h of track left
These percentages come from StemmaPass's real wear engine, not an animation — they are the numbers you'll see on your own vehicle.
Drop in a workshop invoice (PDF or JPEG/PNG image). The AI instantly extracts wear parts, brands and part numbers.
The document is not kept: the demo reads it and forgets it, nothing is archived — you don't even have an account. To read it, the image is sent to OpenAI. And with an account?

GPT-4o reads complex part numbers (RF650, Pagid RSL29, 300V) and extracts every fluid and component with zero manual entry.

Custom wear multipliers (x5 to x8) per track session, so you can anticipate brake fluid boiling point and pad replacement.

When you sell, the full dossier: history, wear, sessions and the amount invested, invoice by invoice. To print and hand over with the vehicle.

At the back of a workshop or in a paddock with no signal, your garage, wear levels, recent sessions and the passport QR code stay readable, for every logbook already opened on the device. Adding a session or an invoice needs a connection.
When you sell, your listing carries a link to a full traceability passport: service history, consumable wear status and GPS-verified track sessions. Buyers read everything without creating an account.
Designed to be linked from listings on car auction and classifieds platforms (Bring a Trailer, Cars & Bids, Collecting Cars…). StemmaPass is not affiliated with any of them.
Compiled from records uploaded by the owner. StemmaPass does not verify their authenticity.
Pick the plan that matches your garage and your track days.
One vehicle, alerted once a threshold is already crossed
Warned before the failure, not after
What to fix before Saturday
Logging your track sessions by hand is free on every plan; importing them from a GPS lap timer is reserved for the Track plan. Each plan in detail
One payment, per vehicle, for life
Prices carry no VAT — French small-business exemption, art. 293 B CGI. Any local currency is converted by Stripe at payment.