Build me a Web App to Generate Scenes with AI

I’m building a unique AI-powered platform for creators in the fashion space. The idea is simple: users will be able to upload visual references (like a face image or rough clothing sketch), enter a creative prompt (e.g. a scene or mood), and receive a realistic, high-quality image — or eventually a short video — of a model styled according to their inputs.

This will allow creators to generate content without photoshoots — no cameras, no physical clothes, no studio needed.

I need a skilled developer who can integrate open-source AI models like Stable Diffusion XL, ControlNet, and IPAdapter, and build a clean, responsive web interface for this flow.

You Should Know:
SDXL + ControlNet (especially Scribble or Canny)
IPAdapter or face-consistency tools
Replicate, RunPod, or Hugging Face APIs
Framer, Bubble, or custom frontend
Optional: AnimateDiff or video generation (bonus)