Imagine AI Fashion Platform

Tech Stack

• React
• Next.js
• TypeScript
• Firebase
• Tailwind CSS
• AI image APIs

Problem

Fashion brands and creators need faster ways to generate product and model imagery without traditional photoshoot costs — that means workflows around prompts, image inputs, and configurable generation options.

Solution

A collaborative AI fashion platform with a prompt-driven generation UI, image upload pipeline, configurable model/pose/shot options, and a backend that orchestrates the AI image workflow and result storage.

Features

• AI image generation workflows with configurable inputs
• Image upload and preprocessing pipeline
• Prompt schema and parameter design for fashion outputs
• Frontend UI for generation controls and result gallery
• Backend API routes for generation jobs and asset retrieval

Architecture

• React frontend with form-driven generation controls
• Node.js / Express backend orchestrating AI image generation calls
• Storage layer for input photos and generated outputs
• Prompt and parameter schema shared between frontend and backend

My contribution

This is a collaborative project. The points below describe what I worked on specifically — not the whole platform.

• Worked on frontend UI pieces for the generation flow and result gallery.
• Contributed to backend API routes and integration glue.
• Supported prompt/schema iteration and debugging across the stack.
• Part of a small collaborative team — not the sole owner of the platform.

What I learned

• How to ship inside a team codebase you didn't start.
• Prompt design is product design — small wording changes shift output quality more than expected.
• Asynchronous AI jobs need clear UI states or the whole thing feels broken.