AI Sports Campaign
An Applied AI Campaign System.
AI System Design & Creative Operations • 2025
Overview
Everyone can generate "cool" images now. Almost no one can generate consistent campaigns. I built a custom n8n automation system that takes one reference campaign shot and lets me swap the model and wardrobe while keeping lighting, environment, and shot DNA stable. The result is campaign-grade coherence produced in minutes. Iteration becomes a repeatable loop instead of a re-shoot problem.
Turn campaign consistency from guesswork into a system you can actually run.
The Challenge
Generative AI gives you images. It doesn't give you campaigns.
The baseline problem with generative image workflows is drift: change one thing and everything changes: lighting, texture, camera feel, even the "world" itself. That's fine for one-off visuals, but campaigns demand continuity: the audience should feel like every asset came from the same production. The challenge wasn't making a single strong image. It was building a workflow where the scene stays constant while casting and wardrobe stay editable.
Success Criteria
- Outputs must read as one campaign, not separate "generations"
- Swap model + wardrobe without rebuilding prompts from scratch
- Keep shot anchors stable: environment, lighting, framing, texture
- Produce usable variants fast enough for real marketing iteration
The Approach
Make it usable: a system, not a poster. The key insight: campaign consistency comes from constraints, not creativity-by-prompt. I designed the automation around a "constants vs variables" model: first locking the non-negotiables of the reference shot, then giving controlled flexibility to casting and wardrobe. The workflow ingests three visual inputs and routes them through a repeatable pipeline that prioritizes continuity over novelty. Output selection stays human-led: I pick the final based on realism, brand fit, and product readability. Campaigns are edited, not merely generated.
Tools & Technologies
The Brand System
The Variable
Casting (new model reference) + wardrobe (clothing/product references)
The Constant
Reference shot's lighting logic, environment, framing, and "same shoot" texture cues
The Output
Small set of campaign-consistent variants ready for creative selection
Gallery
Results
The system makes campaign iteration fast and controllable: you can adapt casting and styling while keeping the visual world consistent. It replaces "generate until lucky" with a repeatable creative loop. Inputs go in, coherent variants come out in minutes, and the final is chosen through judgment, not randomness. Practically, it enables campaign-level decisions without campaign-level burn rate.
This isn't just prompting. It's operational infrastructure for repeatable campaign execution.
