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FatTag — AI-Powered E-commerce Photography Suite

Role: Lead Product Designer & Founder
Category: AI SaaS • E-Commerce Tools • Product Design
Format: Vertical B2B SaaS for Apparel & Creator Economy, Web-Based SaaS (Prototype Stage)

Web site: FatTag.com

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Overview

FatTag is an AI-powered SaaS platform that generates high-quality lifestyle product photography from a single flat design file. Built for apparel sellers and DTC creators, the tool replaces expensive photoshoots with automated, photorealistic imagery — delivered in under 60 seconds.

As the founder and product designer, I led the end-to-end design process, from user flow to technical constraints, visual system, and pricing strategy.

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The Problem

Small apparel brands rely heavily on lifestyle photography to drive sales — but:

  • Professional photoshoots cost thousands of dollars

  • Turnaround takes days or weeks

  • Existing mockup tools look “fake” or generic

  • AI tools often distort graphics or ignore real-world context

These creators needed a faster, cheaper, and more realistic way to produce high-quality images for Instagram, TikTok, Amazon, Shopify, and Etsy.

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The Solution

I designed and prototyped a vertical SaaS product that uses Generative AI (Gemini 3 Pro + Nano Banana) to instantly transform a T-shirt graphic into fully stylized, photorealistic product images.

The system combines:

  • AI-powered upscaling

  • Real-model photorealistic generation

  • Automatic color matching

  • Smart cropping

  • Multi-platform export formats

  • A creator-friendly UX with minimal learning curve

This turns a PNG upload into professional 4K lifestyle content in under one minute.

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Key Design Challenges & Technical Solutions

This is where the project demonstrates true Product Design thinking — solving real constraints through design, not just screens.

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1. The Transparency Challenge (AI treats transparent PNGs as solid boxes)

Generative AI models tend to “see” the transparent bounding box as part of the object — causing shirts to look warped or rectangular.

My Solution:

  • Implemented server-side preprocessing to trim excess transparent pixels

  • Designed prompt logic that treats the user’s design as a fabric decal, not an object

  • Adapted UI feedback to educate users when transparency needed correction

This dramatically improved realism and fabric adhesion.

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2. The Aspect Ratio Constraint (API forced 1:1 images)

The AI API only supported square output (1:1), which created mismatches for Instagram (4:5), TikTok (9:16), Shopify (3:4), and landscape web formats (16:9).

My Solution:

  • Designed a Smart Crop & Viewport Tool

  • Allowed users to move and scale the composition inside any ratio

  • Used CSS overlays to produce social-ready crops without modifying the original AI output

  • Ensured consistency across all social commerce platforms

This hybrid solution balanced technical constraints with creator expectations.

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3. Pricing & Monetization Strategy

Most AI mockup tools priced outputs at $0.99, which undervalued photorealistic lifestyle imagery.

My Approach:

  • Conducted a competitive analysis (Placeit, Kittl, Canva, Midjourney workflows)

  • Moved FatTag toward value-based pricing: $2.99 per download

  • Bundled multi-export formats to justify premium positioning

  • Designed onboarding to explain cost-savings clearly

This positioned FatTag as a premium production tool, not a commodity mockup generator.

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Impact & Results

  • Speed: Reduced content creation time
    from 7 days → under 1 minute

  • Cost: Lowered lifestyle photography cost by
    ~98% compared to traditional shoots

  • Quality: 4K photorealistic outputs suitable for
    Instagram • TikTok • Shopify • Etsy • Web

  • Adoption: Early creators reported increased conversion due to improved lifestyle authenticity

  • Scalability: One design can now produce dozens of unique lifestyle shots instantly

FatTag empowers creators to launch products faster and more confidently — without technical skills or production budgets.

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Tools & Skills

Tools: Claude, AI APIs (Gemini 3 Pro, Nano Banana), CSS/JS Tools, Figma, Stripe
Skills: Product Design, AI UX, Founder Execution, Interaction Design, Technical Constraint Solving, Vertical SaaS Design

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