Node-based composition
Plan each generation step as a visible node, then connect prompts, assets, motion, and final renders into one reusable graph.
PhotoGPT use case
Turn a single photo into a full cosplay shoot using PhotoGPT Flow: upload a portrait, lock in a character reference, transfer the costume while preserving identity, and composite the character into a themed scene ready for conventions, social posts, and portfolios.
This workflow combines the source assets, prompts, and mid outputs needed to produce the image result.
Inputs and progress
Source assets and intermediate results used before the image result is finalized.
Final output
Go to workflowThe final generated final image is ready to use or export.
Every model choice, prompt and output stays on one visual canvas, from the first input to the finished result.
Upload a portrait or full-body image that clearly shows the person you want to transform into the character.
Add the character reference image that defines the costume, wig, accessories, props, makeup, and color palette the...
PhotoGPT applies the full costume, wig, and makeup to the uploaded person while preserving facial identity and body...
Place the cosplay portrait into a themed environment with matched lighting, atmosphere, and depth.
Plan each generation step as a visible node, then connect prompts, assets, motion, and final renders into one reusable graph.
Mix image and video models in the same canvas, compare branches, and route the strongest output into the next step.
Preview the exact public workflow, clone it into your account, and replace the starting assets while keeping the structure intact.
Prototype full-body cosplay looks from a single portrait — plan costumes, wigs, and props before commissioning, sewing, or booking a photographer.
Reuse one clean portrait as the base for anime, game, film, or original-character cosplay — the workflow adapts the costume, palette, and scene each time.
A few rules that make the campaign graph easier to build and run.
These details help the workflow preserve the uploaded person under the costume.
Precise material and color notes keep the character accurate to the reference.
Identity or costume drift between steps breaks the cosplay illusion.
On Brand Visuals. Turn product and brand assets into a reusable graph for consistent campaign visuals.
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Brand Advertisement Campaign. Connect products, props, model references, and final shots into one campaign pipeline.
B-Roll Generation. Plan cinematic product shots, first frames, and motion-ready outputs on one canvas.
Magazine Posters. Compose repeatable creative systems for poster layouts, art direction, and campaign assets.
LinkedIn Profile Polish. Create polished profile photos while keeping inputs, prompts, and outputs traceable.
On Brand Visuals. Generate product-led visuals that carry the same brand system across every output.
Spilled Matcha Trend. Prepare first-frame assets and motion prompts before sending the best branch into video.
Outfit Visualization. Create image variations from a subject reference and style request without losing context.
Thank you for taking the time to explore this workflow guide.
PhotoGPT Flow is designed to make cosplay studio easier to plan, reuse, and customize — from the first identity reference to the final convention-ready hero shot.
We truly value your feedback. If you have any thoughts, questions, or ideas, please share them with us — we are always listening, and solving real problems is our priority.
If you'd like to go further, you're warmly invited to join our Discord community. There, you can explore workflow templates, see community builds, and share your voice directly with our team and other creators.
— Yun
Content Team Lead
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