Etsy AI Product Studio
liveAI pipeline from product research to store-ready drafts
Next.jsNode.jsPrintful APIImage generationsharp
Problem
Print-on-demand sellers spend hours on niche research, design iteration, and listing creation — mostly repetitive work.
Solution
A research-and-design factory: scores product opportunities, generates designs, composes mockups, and prepares store-ready drafts with real fee/margin math.
Features
- ▸Automated niche and demand research
- ▸AI design generation with SVG/raster compositing
- ▸Live Printful pricing and Etsy fee model
- ▸Weekly scheduled research runs
- ▸Dashboard for reviewing and approving drafts
Architecture
Next.js dashboard over a Node pipeline; scheduled runs produce research reports and design batches; sharp composites final artwork; Printful API for product data.
What I built
- ▸Full pipeline
- ▸Economics model
- ▸Design compositor
- ▸Review dashboard
Challenges
- ▸Realistic margin modelling with marketplace fees
- ▸Design quality control at batch scale
Results
End-to-end runs from research to draft listings with profit-aware pricing.
Next steps
- ▸Auto-publish flow
- ▸Multi-marketplace support