This project began as an AI-powered image generation platform that allowed users to create visuals from text prompts. We took over after the founder had spent significant time and money with two previous development partners without achieving a launch-ready product. After stabilizing the inherited codebase, we launched the first version within four months and continued to evolve the platform over the next two years. The product later expanded from AI image generation into fashion garment virtual try-on and an AI-powered smart mirror experience deployed in a premium retail environment in Fifth Avenue, New York.
Client

Jabeen Ali Zaidi
Duration
4 months
Team
7 Developers + 2 Security Experts

Success
Project Delivered
The founder had a strong AI product vision but was left with an unstable and difficult-to-maintain platform after multiple unsuccessful development engagements. The existing product was not ready for market, could not scale reliably, and made even basic updates risky. The challenge was not only technical recovery but also rebuilding confidence through clear planning, transparent delivery, and long-term product ownership.
The inherited codebase was disorganized, unstable, and difficult to maintain or extend.
The previous product could not reliably handle increased traffic or future feature expansion.
Routine updates caused unexpected issues, making the platform difficult to operate confidently.
The founder needed a realistic recovery plan after investing in two unsuccessful development engagements.
The platform needed to combine AI prompt creation, image generation, editing, and subscriptions in one experience.
The product required a scalable foundation to support future fashion and retail-focused AI applications.
We began with a detailed technical review to understand the inherited codebase, identify critical risks, and create a practical recovery roadmap. The first priority was to stabilize the existing product and launch a reliable image generation platform quickly. After launch, we worked as a long-term product partner, progressively expanding the platform into fashion virtual try-on and interactive retail technology.
We audited the inherited codebase and defined a phased plan to recover and launch the product.
We stabilized the platform, improved code quality, and created a stronger foundation for future growth.
We developed AI-assisted prompt generation to help users turn creative ideas into better image prompts.
We integrated diffusion-based image generation to create visuals from user-provided text descriptions.
We built AI image tools for editing, reimagining, face and scene changes, upscaling, background removal, and colorization.
We evolved the product into fashion garment try-on.
A closer look at the solution we delivered
The core capabilities that define this solution and drive measurable results for the client.
AI-assisted prompt generation to help users turn creative ideas into detailed image prompts.
Diffusion-based image generation for creating original visuals from text descriptions.
Image editing tools for background removal, upscaling, recoloring, and visual transformations.
AI tools for face swaps, scene changes, photo reimagining, and artistic sketch generation.
Free and paid subscription tiers that support different usage limits and customer needs.
Fashion garment virtual try-on and AI-powered smart mirror capabilities for retail experiences.
Free and paid subscription tiers with usage limits, upgrades, and recurring billing.
4 months
An unstable inherited product was stabilized and launched as a market-ready AI image generation platform.
Website visits
The platform achieved strong user interest and engagement following the product launch.
2+ years of product evolution
The engagement grew from an AI image generator into fashion virtual try-on and retail smart mirror technology.
Rescued a product that had stalled after two unsuccessful development engagements.
Restored the founder’s confidence through a clear recovery plan, reliable execution, and continuous communication.
Launched a scalable AI image generation platform within four months of taking over the project.
Added a suite of AI creative tools that enabled users to generate, edit, refine, and transform images.
Expanded the platform from image generation into fashion garment virtual try-on technology.
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The modern tech stack that powered this solution
"I highly recommend Priyanka for all your custom development needs. She has been a life saver after my old development team failed to deliver, and she single-handedly fixed all the issues and vulnerabilities in my platform as well as shared excellent ways to improve features."
Jabeen Ali Zaidi
Founder, Spring AI
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