Automotive & Vehicle listings · Pruna performance models

★ Showroom-grade vehicle media at scale, from one photo

One photo. Every angle, every detail. Showroom-ready.

Dealers, marketplaces and manufacturers move metal on photos, but a car shot on gravel at dusk, with dents, glare and a messy background, doesn’t sell. Pruna generates a configurator-grade build from a brief, then, from a single real vehicle photo, cleans and relights it, repairs scratches and dents, standardises framing and angle, cuts it onto a studio backdrop or drops it into any scene, lets buyers zoom to 128 MP, spins a listing video from one still, gives the brand a talking spokesperson and recasts that clip for another presenter. Seconds per asset, no studio bay, no re-shoot. Six Pruna models, nine use cases, from a text brief to a finished listing film.

Yellow hot hatch placed in a showroom scene

6Pruna models used

9Use cases shown

secondsPer asset

• Built for the whole automotive industry

One engine, every inventory.

Manufacturers & OEMsConfigurator-grade imagery before a car is even built.

Dealer-network SaaSOne pipeline that standardises every rooftop’s photos.

Dealerships & used-carTurn phone snaps into consistent, clean listings.

C2C & B2C marketplacesEvery seller’s upload, made catalogue-ready.

Fleet, leasing & insurersDamage capture, standardised remarketing media.

Automotive photo studiosMore angles and scenes, faster, without a new shoot.

P-Image · Use case 1

01 A build from a brief

Every trim and colour, before it exists.

Configurators, launch pages and ads often need the car before a single unit is built. From a written brief alone, Pruna P‑Image generates a showroom-grade studio render, then the same build in any colourway, no prototype, no shoot. Here, one configured crossover in three finishes, generated from text. Click any image to enlarge.

Generated with Pruna P-Image from a text brief only, no photograph used; the same configured vehicle is re-rendered across colourways for configurator, launch and campaign imagery.

P-Image-Edit · Use case 2

02 Clean and relight the photo

Bad light, dull paint? Fixed.

Most vehicle photos are shot in whatever light the lot offers, dusk, glare, deep shadow. Pruna P‑Image‑Edit lifts exposure, kills reflections and reveals the paint and detail, without touching the car or inventing a fake background. Original and result, always side by side, click either image to enlarge it on its own.

Lift the lightReal photodusk on gravel → clear daylight · P-Image-Edit

Kill glare & reflectionsReal photoharsh reflections → even, clean paint · P-Image-Edit

Relit and cleaned with Pruna P-Image-Edit from real vehicle photos; exposure, glare and reflections are corrected while the car and its surroundings are preserved.

P-Image-Edit · Use case 3

03 Detect and fix damage

Scratches and dents, gone.

For a “reconditioned” hero shot, or to preview a repair, Pruna P‑Image‑Edit removes visible scratches and dents and restores the paint, either keeping the real background or dropping the car onto a neutral studio floor. Damaged and repaired, always side by side, click either image to enlarge.

Renault Clio repaired on a studio background

Repair & restageReal photodents removed + neutral studio · P-Image-Edit

Repaint in placeReal photodamage removed, background kept · P-Image-Edit

Damage removed with Pruna P-Image-Edit from real vehicle photos; the body lines, colour and geometry of the car are preserved. Repair previews are illustrative, not a substitute for inspection.

P-Image-Edit · Use case 4

04 Standardise uploaded photos

Every listing, the same shot.

A marketplace grid looks professional only when every car is framed the same way. Pruna P‑Image‑Edit recenters and re-crops an off-kilter upload to a clean three-quarter, or switches it to a standard side profile, without modifying the car. Uploaded and standardised, always side by side, click either image to enlarge.

Recenter the frameReal photooff-kilter upload → clean 3/4 · P-Image-Edit

Side profile · Pruna

Switch the angleReal photofront 3/4 → standard side profile · P-Image-Edit

Framing and angle standardised with Pruna P-Image-Edit from real vehicle photos; the vehicle’s design, colour and proportions are preserved, only the composition changes.

P-Image-Edit · Use case 5

05 Change the background

Any lot. One studio.

Inconsistent, distracting backgrounds are the biggest tell of an amateur listing. Pruna P‑Image‑Edit cuts the car out cleanly and drops it on a studio backdrop, or into a chosen scene from a second image, keeping the vehicle pixel-faithful. First the background workflow, then a car composed into a whole new scene.

Real photo → cut out → studio backdrop Real vehicle photo 1 photo → clean studio

Drop the car into any scene Multi-image edit 2 images → 1 scene

Backgrounds removed, replaced and composed with Pruna P-Image-Edit from real vehicle photos; the car’s shape, colour and trim are preserved, only the environment changes.

P-Image-Upscale · Use case 6

06 Zoom in to reveal the detail

Zoom in to 128 MP.

Buyers, and remarketers, zoom in to check wheels, brakes, trim and defects. Pruna P‑Image‑Upscale reconstructs a soft crop up to 128 MP, so a detail survives a full-screen inspection: tread, alloy spokes, the brake caliper, a bumper scuff. The same crop, soft vs upscaled, always side by side, click either to enlarge.

Wheel & brake detailReal photosoft crop → sharp tread & caliper · P-Image-Upscale

Zoom on a defectReal photosoft crop → clear scuff & texture · P-Image-Upscale

Upscaled with Pruna P-Image-Upscale from real vehicle photos; each pair shows the same crop before and after, with fine detail reconstructed up to 128 MP.

P-Video · Use case 7

07 A listing video from a still

Give the car motion, from one photo.

A slow orbit sells a car far better than a static grid, but filming every unit needs a turntable and a booth. Pruna P‑Video animates a single still into a smooth studio orbit for the listing, social and in-store screens. No booth, no turntable. Click to enlarge.

Renault Clio · smooth studio orbit, generated from one still

From one still: animated from a single studio photo, not filmed on a turntable.
Cents per clip. ~$0.10 per 5 seconds of P-Video output.
Same car: motion added; the vehicle’s colour, wheels and body stay identical.

P-Video-Avatar · Use case 8

08 A spokesperson from one portrait

A presenter for every listing and launch.

Explainers, walkarounds and dealer social need a face, usually a shoot, a studio and a talent day. Pruna P‑Video‑Avatar turns a single portrait plus a script into a talking-head video, lip-synced and multilingual, in seconds. Here, one portrait presents the listing-media pitch, no camera, no crew.

Generated from one portrait + a script · lip-synced, multilingual

From one portrait: a single still becomes a presenter for demos and onboarding.
Script or audio: feed a written script or a voice track; the lips follow.
Static scene: locked camera and car interior; only the face moves.

P-Video-Replace · Use case 9

09 Swap the presenter in the clip

Same take, a different spokesperson.

A dealer walkaround or listing pitch is expensive to shoot, and stale the moment you need a new face or market. Pruna P‑Video‑Replace swaps the presenter inside an existing clip for another, from a single reference portrait, keeping the motion, lip‑sync timing, camera framing and audio intact. Here, the P‑Video‑Avatar talking-head above is recast with a different dealer spokesperson. Source clip plus one reference portrait → the recast. Click any to enlarge.

Source clip · P-Video-Avatar talking-head

Reference presenter · studio identity portrait

Recast result · same take, different presenter

In-place swap: only the presenter changes; lip-sync and audio stay identical.
Background locked: the car interior and window view stay static, frame by frame.
From one portrait: a single reference photo defines the replacement spokesperson.

Source clip from Pruna P-Video-Avatar (locked static car interior); studio identity portrait edited with P-Image-Edit; recast produced with Pruna P-Video-Replace (background, motion & original audio preserved). People shown are AI-generated.

A brief and a photo in. A full listing kit out.

Generate, clean, relight, repair, standardise, cut out, upscale, orbit, present and recast, the same Pruna engines run across an entire inventory, for any manufacturer, dealer or marketplace. Every edit here started from a real vehicle photograph; the configurator builds were generated from a brief.

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