Who should use the Generate virtual try-ons workflow?
Teams or solo builders working on creativity tasks who want a repeatable process instead of one-off tool experiments.
Journey overview
How this pipeline works
Instead of relying on a single generic AI model, this pipeline connects specialized tools to maximize quality. First, you'll use iStock Editor to garment images are isolated with transparent backgrounds, ready for try-on processing. Then, you pass the output to FashionAI by Gigabyte to a realistic virtual try-on image is generated, showing the garment on the person with proper fit and lighting. Finally, Latent Diffusion (Stable Diffusion) is used to final try-on images are upscaled and sharpened, meeting quality standards for publication.
Final try-on images are upscaled and sharpened, meeting quality standards for publication.
Generate virtual try-ons
A realistic virtual try-on image is generated, showing the garment on the person with proper fit and lighting.
Remove backgrounds from product photos to isolate garments, ensuring cleaner input for virtual try-on generation and reducing artifacts.
Clean backgrounds prevent interference during try-on overlay and improve the accuracy of the generated result.
Garment images are isolated with transparent backgrounds, ready for try-on processing.
Use AI to overlay the prepared garment image onto a user photo or model, producing a realistic preview of how the clothing item looks when worn.
This is the core step that creates the final visual output, directly determining the quality and realism of the try-on experience.
A realistic virtual try-on image is generated, showing the garment on the person with proper fit and lighting.
Increase the resolution and sharpen details of the generated try-on images to ensure high-quality visuals suitable for e-commerce product pages or marketing materials.
Higher resolution improves customer trust and reduces returns due to unclear or pixelated visuals.
Final try-on images are upscaled and sharpened, meeting quality standards for publication.
Start this workflow
Ready to run?
Follow each step in order. Use the top pick for each stage, then compare alternatives.
Begin Step 1Time to first output
30-90 minutes
Includes setup plus initial result generation
Expected spend band
Free to start
You can swap tools by pricing and policy requirements
Delivery outcome
Final try-on images are upscaled and sharpened, meeting quality standards for publication.
Use each step output as the input for the next stage
Why this setup
Repeatable process
Structured so any team can repeat this workflow without starting over.
Faster tool selection
Each step recommends the best tool to reduce trial-and-error.
Quick answers to help you decide whether this workflow fits your current goal and team setup.
Teams or solo builders working on creativity tasks who want a repeatable process instead of one-off tool experiments.
No. Start with the top pick for each step, then replace tools only if they do not fit your pricing, compliance, or output needs.
Open the mapped task page and compare top options side by side. Prioritize output quality, integration fit, and predictable cost before scaling.
Continue with adjacent playbooks in the same domain.
A streamlined workflow to create polished, AI-generated professional headshots for business profiles, corporate websites, and social media, from initial generation to final background removal.
Plan, create, and refine personalized stories using AI tools. Start by outlining the story, generate the narrative, then polish grammar and style for a finished product.
Streamlined workflow to prepare, analyze, visualize, and automate data analysis for decision-ready insights using specialized AI tools.