Image production

Turn every vehicle photo into listing-ready inventory.

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

For Marketplaces, dealer groups, auctions and fleet remarketing teams

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Automotive remarketing illustration
/v1/render/backgroundper image

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 and interior 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

The real calls behind the solution.

Use the complete workflow or call each stage independently. Every capability below maps to a production endpoint.

Exterior background replacement

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

POST /v1/render/background

Interior presentation

Clean and standardise cabin backgrounds and lighting so mixed source photography reads as one inventory set.

POST /v1/render/background

License plate replacement

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

POST /v1/render/plate

Image enhancement

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

POST /v1/render/enhance

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.

More solutions

Continue with the next workflow.

All solutions →

Condition intelligence

Tire inspection

Damage intelligence

Exterior damage

End-to-end inspection

Condition reports

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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