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Licensed white Audi R8 V10 Plus at speed on an autumn forest road.
Seven-shot R8 film09 seconds

Audi R8 V10 action film

The photo desk is the bottleneck.

Licensed model by GT Cars: Hyperspeed / Car2022 under CC BY 4.0. AutoLensAI changed the paint to white and authored the road set, seven camera setups, driving motion, wheel rotation, suspension, lighting, reflections and closed-loop edit. Environment lighting uses Autumn Road / Poly Haven under CC0. Independent AutoLensAI concept; no Audi or Poly Haven endorsement is claimed.

Details customers notice

Clean edges make the new setting feel real.

A basic cutout can look fine until it reaches an antenna, mirror, wheel, or roofline. CarSegNet checks the whole vehicle, then NeuralSegJet gives those edges a closer pass before the finished frame moves forward.

Thin details

The edge pass protects antennas, rooflines, and mirror stalks that a rough cutout can erase.

Wheel openings

Spokes and open space stay separate, so the new setting shows through where it should.

Steady across angles

The same boundary rules hold from one angle to the next: 99.08% mean vehicle overlap across 608 held-out frames.

Chartreuse marks every pixel the engine attributes to the vehicle
The finished frame of WNY Dream Cars' Shelby GT500 Heritage, used with permission
FINISHED FRAMEWHAT THE ENGINE SEES
The Shelby, per pixel. Drag: chartreuse marks exactly what the engine attributes to the vehicle, and everything outside it is scene.

Drag · or focus and use ← →

608
held-out frames measured
99.08%
mean vehicle overlap
210 / 210
system checks passing
1:1
every frame reviewed at full size

Ready to post

One photograph, every placement you post into.

2022 Ford Mustang Shelby GT500 Heritage Edition, recomposed for every canvas your team posts into. Each one is its own render from the same photograph — the vehicle is whole in all four, never a crop that lops off a bumper to fit a square.

  • 2022 Ford Mustang Shelby GT500 Heritage Edition, composed for feed post

    1:1

    Feed post

  • 2022 Ford Mustang Shelby GT500 Heritage Edition, composed for portrait feed

    4:5

    Portrait feed

  • 2022 Ford Mustang Shelby GT500 Heritage Edition, composed for stories and reels

    9:16

    Stories and Reels

  • 2022 Ford Mustang Shelby GT500 Heritage Edition, composed for website and youtube

    16:9

    Website and YouTube

And the caption, written for you

Every card is its own render from the same source frame rather than a crop of one. Captions are drafted for review before anything goes out.

The scene library

One photograph. Any room.

The same photograph of the same car, placed in four different rooms. Nothing about the vehicle changes between them -- the studio, the plaza, the showroom and the warehouse are all built around one frame.

2022 Ford Mustang Shelby GT500 Heritage Edition, Studio Cyclorama

Demonstration vehicle courtesy of WNY Dream Cars, shown with permission. The vehicle is their unmodified photograph; every room behind it is generated and labelled as such.

Real cars, real listings

Every one of these started as a photo taken on a lot.

Original photo, then the finished listing. Tap either photo to look closer.

  • Lot 01 / 13

    2017 Ford Mustang GTPetty's Garage

    Backdrop
    Dealership Showroom
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 2017 Ford Mustang GT Petty's Garage in Petty Blue with a gloss black hood and roof, shown before and after AutoLensAI replaced its background with a dealership showroom scene.
    Before
    A 2017 Ford Mustang GT Petty's Garage in Petty Blue with a gloss black hood and roof, shown before and after AutoLensAI replaced its background with a dealership showroom scene.
    After
  • Lot 02 / 13

    1969 Shelby GT500Convertible

    Backdrop
    Coastal Road, Golden Hour
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 1969 Shelby GT500 Convertible in candy apple red with gold rocker stripes, shown before and after AutoLensAI replaced its background with a coastal road, golden hour scene.
    Before
    A 1969 Shelby GT500 Convertible in candy apple red with gold rocker stripes, shown before and after AutoLensAI replaced its background with a coastal road, golden hour scene.
    After
  • Lot 03 / 13

    1971 Ford TorinoGT

    Backdrop
    Sunlit Warehouse
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 1971 Ford Torino GT in bright red with a matte black hood and gold body stripe, shown before and after AutoLensAI replaced its background with a sunlit warehouse scene.
    Before
    A 1971 Ford Torino GT in bright red with a matte black hood and gold body stripe, shown before and after AutoLensAI replaced its background with a sunlit warehouse scene.
    After
  • Lot 04 / 13

    1966 Chevrolet G10Mystery Machine tribute

    Backdrop
    Beach Dunes
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 1966 Chevrolet G10 Mystery Machine tribute in turquoise and lime green with orange flowers, shown before and after AutoLensAI replaced its background with a beach dunes scene.
    Before
    A 1966 Chevrolet G10 Mystery Machine tribute in turquoise and lime green with orange flowers, shown before and after AutoLensAI replaced its background with a beach dunes scene.
    After
  • Lot 05 / 13

    1969 Chevrolet CamaroRS restomod

    Backdrop
    Arena Plaza at Night
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 1969 Chevrolet Camaro RS restomod in Hugger Orange with white rally stripes, shown before and after AutoLensAI replaced its background with a arena plaza at night scene.
    Before
    A 1969 Chevrolet Camaro RS restomod in Hugger Orange with white rally stripes, shown before and after AutoLensAI replaced its background with a arena plaza at night scene.
    After
  • Lot 06 / 13

    2006 Shelby GT-HHertz trio

    Backdrop
    Arena Plaza at Night
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 2006 Shelby GT-H Hertz trio in black with gold Le Mans stripes, shown before and after AutoLensAI replaced its background with a arena plaza at night scene.
    Before
    A 2006 Shelby GT-H Hertz trio in black with gold Le Mans stripes, shown before and after AutoLensAI replaced its background with a arena plaza at night scene.
    After
  • Lot 07 / 13

    1941 Mercury Eight

    Backdrop
    Studio Cyclorama
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 1941 Mercury Eight in burgundy with wide whitewall tyres and a chrome waterfall grille, shown before and after AutoLensAI replaced its background with a studio cyclorama scene.
    Before
    A 1941 Mercury Eight in burgundy with wide whitewall tyres and a chrome waterfall grille, shown before and after AutoLensAI replaced its background with a studio cyclorama scene.
    After
  • Lot 08 / 13

    1964 Plymouth Savoy

    Backdrop
    Sunlit Warehouse
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 1964 Plymouth Savoy in silver-grey with a turquoise interior, shown before and after AutoLensAI replaced its background with a sunlit warehouse scene.
    Before
    A 1964 Plymouth Savoy in silver-grey with a turquoise interior, shown before and after AutoLensAI replaced its background with a sunlit warehouse scene.
    After
  • Lot 09 / 13

    1969 Dodge CoronetR/T

    Backdrop
    Autumn Parkway
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 1969 Dodge Coronet R/T in bright blue with a white bumblebee tail stripe, shown before and after AutoLensAI replaced its background with a autumn parkway scene.
    Before
    A 1969 Dodge Coronet R/T in bright blue with a white bumblebee tail stripe, shown before and after AutoLensAI replaced its background with a autumn parkway scene.
    After
  • Lot 10 / 13

    1971 Ford MustangBoss 351

    Backdrop
    Arena Plaza at Night
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 1971 Ford Mustang Boss 351 in bright blue with black hood stripes and a silver rear panel, shown before and after AutoLensAI replaced its background with a arena plaza at night scene.
    Before
    A 1971 Ford Mustang Boss 351 in bright blue with black hood stripes and a silver rear panel, shown before and after AutoLensAI replaced its background with a arena plaza at night scene.
    After
  • Lot 11 / 13

    1978 Dodge Ram

    Backdrop
    Dealership Showroom
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 1978 Dodge Ram in red with gold Horse Power Express lettering, oak bed rails and chrome exhaust stacks, shown before and after AutoLensAI replaced its background with a dealership showroom scene.
    Before
    A 1978 Dodge Ram in red with gold Horse Power Express lettering, oak bed rails and chrome exhaust stacks, shown before and after AutoLensAI replaced its background with a dealership showroom scene.
    After
  • Lot 12 / 13

    2002 Pontiac Firebird Trans AmConvertible

    Backdrop
    Coastal Road, Golden Hour
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 2002 Pontiac Firebird Trans Am Convertible in yellow with charcoal Collector Edition graphics and a black soft top, shown before and after AutoLensAI replaced its background with a coastal road, golden hour scene.
    Before
    A 2002 Pontiac Firebird Trans Am Convertible in yellow with charcoal Collector Edition graphics and a black soft top, shown before and after AutoLensAI replaced its background with a coastal road, golden hour scene.
    After
  • Lot 13 / 13

    2002 Chevrolet CamaroZ28 · SS 35th Anniversary

    Backdrop
    Beach Dunes
    Courtesy
    WNY Dream Cars
    This frame
    Scene and vehicle re-rendered from the photograph, then verified against it detail by detail.
    Original photograph: A 2002 Chevrolet Camaro Z28 · SS 35th Anniversary in red with white hood and decklid stripes and a black soft top, shown before and after AutoLensAI replaced its background with a beach dunes scene.
    Before
    A 2002 Chevrolet Camaro Z28 · SS 35th Anniversary in red with white hood and decklid stripes and a black soft top, shown before and after AutoLensAI replaced its background with a beach dunes scene.
    After

Source photography is credited on every vehicle. Individual preparation notes appear with frames whose treatment differs.

Quick proof

One photo. Your exact vehicle. A finished scene.

This one-photo preview proves the photography engine on your own vehicle. Signed in, guided capture turns a whole vehicle into finished listing images.

Step one

Put your car in the studio.

Pick where it should stand, then send one clear photo of your car.

JPEG, PNG or WebP · two free previews a day. Previews render through OpenAI; production listing work runs on our own pipeline, on hardware we operate, and preview uploads are never used for training. Production frames train our models only when you flag one for correction, and flagging is always your choice. How we handle photographs

Three steps. No camera, no editing, no studio.

  1. Shoot it on your phone

    Walk around the car and take a few photos. Driveway, parking lot, bad light — it does not matter.

  2. We do the retouching

    Every frame is upscaled, the background is cut and replaced with a showroom-grade scene, and the description writes itself.

  3. Publish where you already sell

    The finished set drops straight into your channels — your website, your feeds, your inventory system. Nothing about how you sell has to change.

The engine

Generation makes it fast. Our model makes it true.

Anyone can ask an image model for a showroom. The product is what guarantees the car in that showroom is your car — and that guarantee comes from a segmentation engine we built, measure, and keep training.

The mask is the hard part. The mask is ours.

A pipeline like this is only as good as its segmentation, and generic models fail exactly where cars are hard: glass, chrome, wheel gaps, the boundary where a halo forms. Ours is fine-tuned on months of human-labelled vehicle data and holds under locked evaluation gates. We proved it in both directions on our own test truck — with our mask, the vehicle survives byte-for-byte; without it, the render came back wearing another maker’s badge.

A guarantee you can measure, not a vibe.

Where we composite, your vehicle’s own pixels are placed back into the generated scene and the result is measured: on our verification frames, pixel drift across the vehicle interior is 0.000. A frame that cannot pass its check is refused or delivered clearly labelled — never quietly published. The check ships with every frame, not in a slide.

Any photo. Same day.

The input standard is a phone photo — gravel driveway, dappled shade, whatever the lot gives you. Frames for a vehicle render in parallel and land the same day the car hits the lot.

Learning starts with your first frame.

Every job records its full provenance — source, mask, scene, result, and the checks it passed. Flag any frame and that verdict becomes a labelled training example, pixels attached, with zero re-diagnosis. The system that serves you is the system your corrections are training.

In the lab: reconstructing genuinely clear glass from the frames of a walkaround — the interior is stable across views while reflections move, so the reflection can be separated out of your own pixels rather than painted over — and physically-grounded relighting driven by measured studio illumination. The engineering write-up matches the shipped code, file and line.

For dealerships

Built for daily intake.

A car that arrives on Tuesday and goes online on Friday spent three days depreciating in a queue. The same walkaround, shot on a phone and run through AutoLensAI, comes back retouched on a consistent backdrop and ready to publish — every unit looking like it was shot in the same studio, because it effectively was.

40+

photos per vehicle

A full walkaround, interior, engine bay, wheels, and every flaw a buyer will ask about.

Daily

intake

Trade-ins and auction buys arrive faster than a photographer can get to them.

A crew

to edit it all

Cutting backgrounds, correcting exposure, matching a house style, then uploading the set.

The delivery wall

4 finished canvases. Zero filler.

One car, composed four times. No bumper gets cropped to make a square, and nothing posts until a person approves it.

2022 Ford Mustang Shelby GT500 Heritage Edition campaign render composed for Website and YouTube
Website and YouTube16:9
WNY Dream Cars demonstration. Panel 1 of 4.
2022 Ford Mustang Shelby GT500 Heritage Edition campaign render composed for Stories and Reels
Stories and Reels9:16
WNY Dream Cars demonstration. Panel 2 of 4.
2022 Ford Mustang Shelby GT500 Heritage Edition campaign render composed for Feed post
Feed post1:1
WNY Dream Cars demonstration. Panel 3 of 4.
2022 Ford Mustang Shelby GT500 Heritage Edition campaign render composed for Portrait feed
Portrait feed4:5
WNY Dream Cars demonstration. Panel 4 of 4.

Demonstration vehicle courtesy of WNY Dream Cars, shown with permission. The vehicle is their unmodified photograph; every canvas behind it is generated and labelled as such, and every outward-facing frame still requires review.