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.

A

Understand the vehicle

9 endpoints

Identity, attributes and a clean capture — everything downstream reads from here.

  • 01
    POST/v1/vehicle/analyseper vehicle

    Car & 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
  • 02
    POST/v1/vehicle/segmentper image

    Car 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
  • 03
    POST/v1/vehicle/identifyper image

    Vehicle 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
  • 04
    POST/v1/vin/readper image

    VIN 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
  • 05
    POST/v1/plate/readper image

    License 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
  • 06
    POST/v1/document/readper image

    Document 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
  • 07
    POST/v1/dashboard/readper image

    Dashboard & 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
  • 08
    POST/v1/engine/detectper image

    Engine 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
  • 09
    POST/v1/video/onboardper video

    Video 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
B

Damage & condition

4 endpoints

Find it, then grade it, so your own rules can act on the result.

  • 10
    POST/v1/damage/detectper image

    Damage 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
  • 11
    POST/v1/damage/severityper detection

    Car 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
  • 12
    POST/v1/tire/readper image

    Tire 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
  • 13
    POST/v1/tire/detectper image

    Tire 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
C

Parts

3 endpoints

Turns “there is damage” into “there is damage on this component” — what makes every downstream estimate defensible.

  • 14
    POST/v1/parts/recognizeper image

    Car 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
  • 15
    POST/v1/parts/segmentper image

    Car 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
  • 16
    POST/v1/parts/decomposeper vehicle

    Car 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
D

Money

2 endpoints

Valuation and repair cost, computed from what was actually observed.

  • 17
    POST/v1/pricing/vehicleper vehicle

    Car 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
  • 18
    POST/v1/pricing/repairper vehicle

    Car 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
E

Image production

5 endpoints

Exposed as raw infrastructure, not a batch retouching service. Call it per asset, in your own pipeline.

  • 19
    POST/v1/render/backgroundper image

    Image 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
  • 20
    POST/v1/render/enhanceper image

    Quality 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
  • 21
    POST/v1/render/plateper image

    License 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
  • 22
    POST/v1/render/360per vehicle

    360 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
  • 23
    POST/v1/render/videoper video

    Ad 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
F

Presentation

1 endpoint

Where a result has to land on a specific spot of a specific photo.

  • 24
    POST/v1/viewer/hotspotsper image

    360 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.

See it run →
  1. 01Onboard walkaroundvideo-onboarding
  2. 02Isolate the vehiclecar-segmentation
  3. 03Decompose partsparts-decomposition
  4. 04Detect damagedamage-detection
  5. 05Grade severityseverity-estimation
  6. 06Price the repairreparation-pricing
  7. 07Render for listingimage-backgrounding
  8. 08Anchor hotspotsviewer-hotspoter

Start with one endpoint.

Send a photo to /v1/vehicle/analyse and read the response. The other 23 are the same key.