Case study
AI Platform for Custom Mosaic Generation
- Client: Mozaico
- Industry: Generative AI for Design Automation
- AI capability: Generative AI
The challenge
Generated art is not a manufacturable tile layout
The challenge was bridging the gap between artistic generative AI and physical manufacturing requirements. The system had to translate text into high-quality designs, segment those designs into consistent tile patterns, and match colors of generated pixels to available physical tile palettes for accurate production.
What we built
From a description to a 5mm tile grid
Generate, reduce to stock colours, then price it.
Customer prompt
1/4The customer types what they want in plain English. No design software, no brief.
A generated picture is not a mosaic. The pipeline takes a customer's description, generates designs, then turns the chosen one into a tile layout that can actually be cut and shipped.
Text to design
Flux Dev turns a plain description into several mosaic designs to choose from.Flux DevColour segmentation
K-Means clustering maps generated pixels onto the physical tile colours in stock.K-MeansManufacturable layout
The design becomes a 5mm tile grid, which is what the workshop needs to build it.Straight into ordering
Size, price and checkout run through Mozaico's existing Shopify store.Shopify
The impact
Custom mosaics ordered in one sitting
- Designs generated from plain text
- Colours matched to tiles in stock
- Ordering through the existing Shopify store
The platform has automated the entire design-to-manufacturing workflow, allowing Mozaico to provide personalized, high-scale mosaic generation. Customers can now go from description to a ready-to-order tile layout in seconds, significantly increasing conversion and operational efficiency.
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