Image production

Turn every vehicle photo into listing-ready inventory.

Standardise exterior imagery, recover weak source photos and replace license plates without sending a vehicle through a studio.

Listing asset pipeline Live output
01 / SOURCEJPG
Original vehicle photographyphone capture

Mixed inventory photography

→
04 / PUBLISHREADY
Listing-ready vehicle photographybrand-ready

Consistent listing asset

02 / COMPOSE

Background and glass preserved

03 / PROTECT

Plate treatment applied

OPTIONAL / POLISH

Exposure and detail recovered

Model gallery

Five ways to make every vehicle easier to market.

Hover or tap a card to watch the models that shape the image. From a single listing photo to a turnable 360 and a finished ad video, each output can return directly to your workflow.

IMAGE · 360 · VIDEO

POST /v1/render/background

Backgrounding

Standardise every listing

Turn mixed exterior shots into a consistent, branded catalogue.

POST /v1/render/enhance

Quality improver

Recover publishable stock

Lift exposure, colour and sharpness before deciding that a car needs a reshoot.

POST /v1/render/plate

Plate replacer

Protect private details

Blur, neutralise or replace plates while retaining the original perspective.

4 photos in
POST /v1/render/360

360 generation

Make four photos turnable

Create a studio 360 from four views, ready for a listing viewer and hotspots.

Social-ready
POST /v1/render/video

Ad video generation

Turn stock photos into campaigns

Create a finished promotional video with selected formats, captions and brand elements.

What this changes

More usable inventory from the photography you already have.

CarHub turns four image operations into a predictable publishing lane: make each vehicle feel like part of the same catalogue, protect private details and rescue good stock from poor light.

CONSISTENCY

A catalogue, not a collage

Apply the same background and presentation rules across dealer, auction and marketplace inventory.

SPEED

Publish while the vehicle is fresh

Return finished assets to the system that created the listing through a webhook—without a separate studio handoff.

PRIVACY

Protect registration details

Blur, neutralise or replace licence plates while keeping the vehicle and its perspective believable.

RECOVERY

Make existing stock work harder

Improve exposure, colour and sharpness before deciding a vehicle needs a reshoot.

The result

Built around an operational outcome.

A visible, testable improvement on an archive of existing inventory before the first production integration.

  • Consistent branded backgrounds across exterior photo sets
  • Neutral or dealer-branded plates, placed in the original perspective
  • Improved exposure, sharpness and colour while the source image stays intact

Included capabilities

Four endpoints. One publishing workflow.

Use the stages together for a consistent catalogue, or call them independently wherever a listing needs help. Each card maps to a production endpoint.

Exterior background replacement illustration

Exterior background replacement

Isolate the complete vehicle and render it into a studio, showroom or your own supplied environment.

POST /v1/render/background
License plate replacement illustration

License plate replacement

Neutralise personal registration details or substitute a dealer plate with matched scale, angle and lighting.

POST /v1/render/plate
Image enhancement illustration

Image enhancement

Recover exposure, sharpness and colour before publishing older or phone-shot inventory.

POST /v1/render/enhance
360 generation illustration

360 generation

Turn four vehicle angles into a studio 360 for a listing viewer, without booking a turntable or a studio.

POST /v1/render/360
Ad video generation illustration

Ad video generation

Create a promotional vehicle video from approved listing photos, with channel-appropriate formats and brand elements.

POST /v1/render/video

Implementation path

From capture to your existing system.

  1. 01

    Upload

    Send the original photos directly from your existing inventory workflow.

  2. 02

    Select a look

    Choose the background, plate treatment and output rules for that channel.

  3. 03

    Render

    CarHub preserves the vehicle, glass and fine edges while rebuilding the presentation around them.

  4. 04

    Publish

    Receive listing-ready assets by webhook and keep every original alongside the result.

Boundary

The service produces and returns new image assets. It never overwrites your source photography or publishes to a marketplace on your behalf.

Test automotive remarketing on your own archive.

Start with real source material and agree on the output before planning an integration.

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