Scaling a Visual Ecosystem with AI Production
For this growing retail brand, I developed a AI production strategy designed to support their increasing content needs.
I implemented three AI-driven production solutions designed to scale responsibly and efficiently: Digital Twins, Batch AI Image Production and Digital Styling.
AI Digital Twins
I developed an AI digital twin production system, allowing the team to generate imagery featuring approved, licensed models. This created a controlled, ethically-minded AI production process. Just as importantly, the system reduced the cost of production by 65%, and significantly streamlined production logistics.
Batch AI Image Production
Using the brand’s photography archive and style guide as training data,
I led the formation of a workflow that produces on-brand, consistent, AI images and videos at scale.
Accountability at Each Step
From data sources to human contributors, every step of asset production was meticulously documented for GDPR review, allowing all AI assets to be fully audit-ready.
Vendor Image AI Production
To standardize vendor-supplied imagery, I developed a batch-processing workflow that transformed incoming vendor assets into the brand’s visual standard. Using the brand’s established eCommerce photography guide as the “North Star”, the system standardized lighting, color, backgrounds, and composition across multiples of vendor image batches. This significantly improved consistency and customer shopping experience across e-commerce and advertising channels.
AI Digital Styling
To extend the value of existing photography,
I introduced an AI styling workflow that allowed the stylists to virtually refresh product images in batches.
By digitally updating product combinations, the brand gained the ability to create new campaigns and refresh products without organizing entirely new photo shoots. This accelerated speed-to-market by 75%, and maximized the lifespan of existing visual assets.
The Outcome
By combining a traditional photography foundation with thoughtfully implemented AI workflows, this brand was successful in scaling visual production efficiently, while maintaining realism, consistency, and brand trust.
