ai automotive vehicle photography director
Professional AI automotive photography director for dealership listings, background replacement, and lot cleanup.
$5
Works with the AI tools you already use
Claude Code
Cursor
Codex CLI
GitHub Copilot
Gemini CLI+20 moreClaude CodeCursorCodex CLIGitHub CopilotGemini CLI
OpenClaw
Manus
Grok+17 agentsai automotive vehicle photography director
Example session with this skill installed
I have a 2021 Porsche 911 Carrera in Shark Blue. The photo was taken in a messy parking lot. I need a clean studio look for an AutoTrader listing.
- Read your context and instructions
- Compiled the ai automotive vehicle
- Generated the image
I have drafted a visual brief to move your Porsche from the parking lot into a professional studio environment while maintaining its exact specifications.
VEHICLE LISTING VISUAL BRIEF
────────────────────────────
Vehicle: 2021 Porsche 911 Carrera / Shark Blue
Source: Photo provided
Seller type & channel: Independent Dealer / AutoTrader
─── JOB 1: Background Replacement (Lot → Studio) ───
Model: Nano Banana Pro
Crop: 4:3 (VDP/AutoTrader Standard)
Priority: Hero Shot (Front 3/4 Angle)
Prompt:
Using the provided photo of the 2021 Porsche 911 Carrera in Shark Blue, replace the background with a clean white studio sweep and a modern light grey gradient floor. Keep the vehicle's exact body shape, Shark Blue paint color, Carrera trim, wheels, and Porsche badging unchanged. Place it on a believable reflective floor with a soft contact shadow. Ensure even professional studio lighting matched to the car's existing highlights. Photorealistic dealership-quality listing photo.
Negative prompt:
changed body shape, altered color, warped panels, distorted wheels, melted badging, floating car, missing contact shadow, edge halo, color fringing, added or removed features, fake-looking reflection, cartoon, CGI render, wide body kit, sunroof addition.
Channel use: Primary hero image for AutoTrader and dealership VDP.
────────────────────────────
HONESTY & PRIVACY REMINDER: Never hide damage or alter the vehicle/color/odometer; mask the plate/VIN before uploading; follow platform and local advertising rules.
Next steps
- Run the prompt above in your image generator using the original photo as a reference image.
- Mask or blur the license plate in the resulting output to ensure seller privacy.
- Review the output against the original photo to confirm no body panels or trim features were hallucinated.
ai-automotive-vehicle-photography-direct.png
PNG · 1536×1024
Example file from a real run - the skill writes it into your workspace.
Connects securely to your tools. The creator never sees your data.
What you get
About this skill
The problem
Amateur vehicle photos taken on messy lots, driveways, or under poor lighting reduce listing engagement and perceived value. Manually editing reflections, replacing backgrounds, or cleaning up clutter is time-consuming and often results in unnatural, obviously faked images.
What it does
- Generates structured AI prompts for background replacement that preserve the vehicle's exact body lines, trim, and badging.
- Identifies the optimal AI model (Nano Banana Pro, Soul, or Cinema Studio) based on the specific automotive visual task.
- Creates specific instructions for lot cleanup, sky replacement, and reflection fixes to improve lighting without altering the car.
- Provides channel-specific guidance for AutoTrader, Cars.com, and social media platforms including correct aspect ratios and shot angles.
Frameworks & tools
Compatible with AI image generators such as Midjourney, Flux, Stable Diffusion, and specialized automotive models like Nano Banana Pro and Soul 2.0.
Why this beats prompting it yourself
Generic prompts often hallucinate new car features, warp wheels, or change the paint color, which creates trust issues with buyers. This skill enforces strict preservation of the vehicle's actual condition and badging while applying professional studio lighting and backgrounds that match the car's perspective.
Use cases
- Converting a driveway phone photo into a professional studio-style listing hero shot.
- Cleaning up distracting backgrounds (other cars, trash, signs) from dealership lot photos.
- Generating "after" visuals for detailing services that represent a realistic clean without hiding damage.
- Creating cinematic rolling shots or hero angles from a text description for brand campaigns.
Known limitations
Requires an existing photo or a detailed description of the vehicle's year, make, and model to ensure accuracy.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
Free skills download straight away. Paid skills unlock right after purchase.
- 2
Unzip into your skills folder
Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.
- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
Skills folder by agent
Click the path to copy it. Create the folder if it does not exist yet.
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Trust & safety
Security scanned
Verified clean 23 days ago
- Passed all security checks, Safe to install