Layer 2 · Models
A car arrives as photographs. It leaves as structured data.
Each endpoint is priced and rate-limited on its own. Call one in isolation, or chain the set — nothing assumes you adopted the others.
24 POST · one model each · async by default · webhook or poll
At a glance
5 per vehicle
16 per image
2 per video
1 per detection
The contract
One status contract for every long-running call.
Inference is not instant, so nothing here pretends to be synchronous. All 24 return a job, and one status call reads every one of them — queued, computing, done, failed or timeout. Poll it, or take the webhook.
It is platform rather than inference — it runs no model, costs nothing and is not counted among the 24.
the status call
free
GET /v1/jobs/{id}
inference orchestration · no model
queued · computing · done · failed · timeout — plus webhook push
The reference
Every endpoint, by family.
Priced and rate-limited one by one. The meter on the right is what a single call costs you — per vehicle, per image, per video or per detection.
Understand the vehicle
9 endpointsIdentity, attributes and a clean capture — everything downstream reads from here.
- 01POST
/v1/vehicle/analyseper vehicleCar & Position Analyser
Tools allowing the detection of the car as well as its position.
- Detects if there is a car in the field of view and the distance from it.
- Gives the exterior position of the vehicle on a photo or video.
- Gives the inside position of the vehicle on a photo or a video.
car-analyser - 02POST
/v1/vehicle/segmentper imageCar Segmentation
Tool to perfectly segment the car.
- Allows vehicle segmentation to get only the vehicle.
- Proposes to recover the vehicle and remove the elements around the vehicle as well as the bottom.
- Offers the possibility of recovering only the vehicle in photos with many vehicles.
car-segmentation - 03POST
/v1/vehicle/identifyper imageVehicle Model Detection
Tool to identify the make, the model and the version of a vehicle from a photo.
- Allows you to recognize the make and the model of a vehicle from its silhouette and its badging.
- Proposes to narrow the result down to the generation and the body style.
- Offers the possibility of returning several candidate models with a confidence index.
model-detection - 04POST
/v1/vin/readper imageVIN Reader
Tool for reading the VIN of a vehicle.
- Allows you to read the VIN wherever it is stamped or printed on the vehicle.
- Proposes to recover the seventeen characters with a per-character confidence.
- Offers the possibility of validating the check digit before the VIN is accepted.
vin-reader - 05POST
/v1/plate/readper imageLicense Plate Reader
Tool for reading license plates.
- Allows you to recognize vehicle license plates.
- Proposes to read the plate from an angle, at distance or in poor light.
- Offers the possibility of recognizing the plate, its country and its region.
plate-reader - 06POST
/v1/document/readper imageDocument Reader
Tool for reading vehicle documents.
- Offers document recognition features.
- Proposes to recover the identity fields of a registration document — holder, plate, VIN, first registration date.
- Offers the possibility of handling invoices, service records and insurance certificates.
document-reader - 07POST
/v1/dashboard/readper imageDashboard & Mileage Reader
Tool for reading the mileage and the warning lights from a dashboard photo.
- Allows you to read the odometer value from a digital or an analogue instrument cluster.
- Proposes to identify which warning lights are illuminated and what each one signals.
- Offers the possibility of distinguishing an amber advisory from a red stop indication.
dashboard-reader - 08POST
/v1/engine/detectper imageEngine Fault Sound Detection
Tool to detect internal engine damage from the sound of the engine.
- Allows to detect engine problems on vehicles.
- Proposes to define what type of engine problem is detected.
- Offers the possibility of estimating if there are engine problems on thermal cars.
engine-detection - 09POST
/v1/video/onboardper videoVideo Onboarding
Tool to illustrate in real time the progress of the inspection of a vehicle.
- Allows to guide the user in the use of the video.
- Shows the user's progress through the vehicle estimation process.
- Offers the possibility of obtaining an improved video thanks to AI.
video-onboarding
Damage & condition
4 endpointsFind it, then grade it, so your own rules can act on the result.
- 10POST
/v1/damage/detectper imageDamage Detection
Tool for detecting damage to the interior and exterior of the vehicle.
- Allows damage segmentation on the interior and exterior vehicle.
- Proposes to recover the type of damage visible on the vehicle.
- Offers the possibility of deflecting damage and a confidence index on the damage.
damage-detection - 11POST
/v1/damage/severityper detectionCar Severity Estimation
Tool to assign a severity to a damage.
- Allows you to estimate the severity of damage to a component.
- Offers advanced damage estimation features.
- Offers the possibility of knowing if it is necessary to change a part or to repair the part.
severity-estimation - 12POST
/v1/tire/readper imageTire Reading
Tool for reading the type of a tire from its sidewall.
- Allows you to read the markings moulded into the sidewall of a tire.
- Proposes to recover the brand, the dimensions and the load and speed indices.
- Offers the possibility of knowing the season type and the manufacturing date of the tire.
tire-reading - 13POST
/v1/tire/detectper imageTire Wear Detection
Tool for detecting tire wear.
- Allows you to estimate the wear level of a tire.
- Offers advanced tire wear estimation features.
- Offers the possibility of knowing whether the tire should be changed or not.
tire-detection
Parts
3 endpointsTurns “there is damage” into “there is damage on this component” — what makes every downstream estimate defensible.
- 14POST
/v1/parts/recognizeper imageCar Parts Recognition
Tool to give a name to each part of your vehicle.
- Allows to recognize the components of a part of a vehicle.
- Proposes to name the parts of a vehicle according to the selected part.
- Offers the possibility of knowing the necessary parts in order to change a part.
parts-recognition - 15POST
/v1/parts/segmentper imageCar Parts Segmentation
Tool to segment a vehicle with its multiple parts.
- Allows you to cut out parts of a vehicle.
- Proposes to show how to cut the parts of a vehicle according to the selected part.
- Provides the ability to identify parts of a vehicle.
parts-segmentation - 16POST
/v1/parts/decomposeper vehicleCar Parts Decomposition
Tool for decomposing a part of the vehicle into components.
- Allows you to decompose the components of a part of a vehicle.
- Proposes to find the parts of a vehicle according to the selected part.
- Offers the possibility of knowing the necessary parts in order to change a part.
parts-decomposition
Money
2 endpointsValuation and repair cost, computed from what was actually observed.
- 17POST
/v1/pricing/vehicleper vehicleCar Pricing
Tool to estimate the price of a vehicle in real time according to many criteria.
- Allows you to offer a sale price depending on the condition of the vehicle.
- Offers multiple price repositories depending on the DMS you use.
- Provides the ability to customize your margins to suit your needs.
car-pricing - 18POST
/v1/pricing/repairper vehicleCar Reparation Pricing
Tool allowing to give the price of repairing a damage.
- Allows you to find the repair price of a component.
- Offers advanced parts pricing features.
- Offers the possibility of giving a part change price based on the part and the hourly rate.
reparation-pricing
Image production
5 endpointsExposed as raw infrastructure, not a batch retouching service. Call it per asset, in your own pipeline.
- 19POST
/v1/render/backgroundper imageImage Backgrounding
Tool to replace the background of images containing vehicles.
- Effectively removes background from an image.
- Offers multiple backgrounds to replace the original background.
- Provides the ability to enhance an image or video with a blurred or transformed background.
image-backgrounding - 20POST
/v1/render/enhanceper imageQuality Improver
Tool to improve the quality of an image.
- Turn bad photos into professional quality photos.
- Offers advanced pixelation features without a professional studio.
- Provides the ability to effectively remarket your ads with great photos.
quality-improver - 21POST
/v1/render/plateper imageLicense Plate Replacer
Tool for covering a license plate with a logo.
- Allows you to quickly hide license plates.
- Offers plate masking and plate blurring functionalities.
- Offers the possibility of hiding the license plate with a logo or a blur.
plate-replacer - 22POST
/v1/render/360per vehicle360 Generation
Tool to generate a studio 360 of a vehicle from four photos.
- Allows the generation of a complete 360 of a vehicle from only four photos.
- Proposes a studio environment applied consistently across every angle of the spin.
- Offers the ability to publish a turnable vehicle in a listing rather than a gallery.
car-360-generation - 23POST
/v1/render/videoper videoAd Video Generation
Tool to generate a custom advertising video of a vehicle from photos.
- Allows you to generate a promotional video of a vehicle from a set of photos.
- Proposes multiple formats and durations adapted to listings and social networks.
- Offers the possibility of customizing the music, the captions and the brand elements.
ad-video-generation
Presentation
1 endpointWhere a result has to land on a specific spot of a specific photo.
- 24POST
/v1/viewer/hotspotsper image360 Viewer & Hotspoter
Tool to anchor points of interest onto named parts of a vehicle across a set of images.
- Allows you to request a point of interest on a named part of the vehicle.
- Proposes an x,y position on each image where the requested part is visible.
- Offers the possibility of anchoring several points across a whole series of photos of the same vehicle.
viewer-hotspoter
The bundle
Or let one call chain 8 of them.
POST /v1/inspections runs the stages below in order — walkaround video in, a priced and annotated vehicle out. Billed as a single blended inspection rather than 8 metered calls.
- 01Onboard walkaround
video-onboarding - 02Isolate the vehicle
car-segmentation - 03Decompose parts
parts-decomposition - 04Detect damage
damage-detection - 05Grade severity
severity-estimation - 06Price the repair
reparation-pricing - 07Render for listing
image-backgrounding - 08Anchor hotspots
viewer-hotspoter
The rest of the stack
What sits either side of the models.
Start with one endpoint.
Send a photo to /v1/vehicle/analyse and read the response. The other 23 are the same key.






