Full-Stack ยท Multimodal AI ยท Production ยท 1 day build

AI Image Composer

A Polish creative studio was spending hours on trial-and-error prompting to produce personalized AI paintings for clients. The bottleneck was identity replacement โ€” getting the client's face into a scene without quality loss. Built a production web app in one day that turns this into a 30-second workflow.

30 secPer artwork from upload to result โ€” was hours of manual work per image
1 dayFrom requirement to production deployment
85โ€“90%Daily team adoption from day one โ€” simpler than the manual process
Mobile-firstOptimized for phones and field usage, not just desktop demo

The workflow

  • User uploads source photo + selects style template from the UI.
  • Canvas API extracts face region with masking โ€” no external preprocessing.
  • Gemini multimodal API performs identity-preserving style transfer in the cloud.
  • Result delivered in the browser within seconds, ready to download or share.

Why this approach

  • Chose AI generation over geometric transformation (SAM2 segmentation) โ€” adoption mattered more than technical elegance.
  • React 19 for instant UI feedback without page reloads.
  • Railway deployment for zero-config backend scaling.
  • Mobile-first design: target users work on phones at client visits.

What changed

  • Hours of manual prompting per artwork โ†’ 30 seconds per artwork.
  • 85-90% daily team adoption from day one โ€” because it was simpler than the old workflow.
  • Studio can now handle 10x more client orders without additional staff.
  • Same-day delivery of personalized artwork replaced next-day or longer turnaround.

Similar problems I can solve

  • Any creative or marketing team producing personalized visual content at volume.
  • Product photography automation for e-commerce.
  • Automated mockup generation for interior design or retail sales teams.
  • Custom AI image workflows integrated into existing business tools.

Tools used

React 19TypeScriptGemini AICanvas APINode.jsRailway
Need to automate your creative workflow?

I build multimodal AI tools for creative and marketing teams. Custom image automation, product photography, visual content pipelines. Let's talk.

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