FitRoom virtual try-on, output to 2048px

FitRoom (fitroom.app) is a clothes-on-a-person try-on desk — not Flair’s product-photo studio with templates and a drag-and-drop scene, and not Black Forest Labs’ Flux text-to-image family. Public try-on: upload a garment image and a model photo (they ask for one person, standing, facing the camera). The API names cloth types upper, lower, full, and combo (top + bottom in one task). Output is listed up to 2048px; HD mode is named. Recommended inputs they publish: clothes around 1024px, model around 2048px. Treat 2048 as FitRoom’s try-on row, not a first-party FitRoom 4K picker of this site’s. This page is stills. ImgToVid does not run FitRoom; the generator on this page drafts on GPT Image 2.5 Flare.

01 — Capabilities

A try-on desk, not a product canvas or a Flux prompt

Public FitRoom pages sell a garment on a model photo. They do not sell Flair’s staged product scene, or a Flux prompt at 4MP.

01
Garment photo + model photo → a try-on still on fitroom.app
That file stays on FitRoom.
02
Output listed to 2048px; HD mode named
This page does not open that studio.
03
Upper / lower / full / combo — not a 14-ref picker here
Not this site’s FitRoom generate table.
04
Not Flair’s product-scene studio, not Flux FLUX.2 4MP text-to-image
Flair is the product canvas. Flux is the T2I lab. FitRoom is try-on. This site does not open FitRoom.

02 — Prompt to output

Prompts that match the stills above

Each prompt describes the picture on its card. “Use this prompt” sends that text to Create. The generator on this page runs GPT Image 2.5 Flare, not FitRoom.

01 · Portrait
PromptClose photographic portrait of a young man with curly hair wearing a grey knit sweater, soft window light, he glances aside and smiles warmly, shallow depth of field.
02 · Product
PromptA clean white leather sneaker on a pale grey seamless studio backdrop, soft diffused light, three-quarter view, crisp stitching, minimal commercial photograph.
03 · Street
PromptPhotographic view down a cobblestone lane in an old European village, climbing roses on stone walls, café tables in morning sun, a few people strolling in the distance.
04 · Character
PromptPhotograph of a young woman with shoulder-length brown hair in an olive t-shirt, golden late-afternoon light, she turns her head and looks into the distance, breeze in her hair.

03 — Where it fits

Jobs a try-on desk is selling

Public pages point at a garment on a standing model. They do not sell a Flair template scene, or a Flux 4MP prompt still.

One try-on still, output listed to 2048px
That job is FitRoom’s generate table. This page does not open that job.
Combo top + bottom, or a clothes check before the task
Delivery stays on FitRoom.
A Flair product scene, or a Flux prompt still
That is Flair or Flux. FitRoom is try-on.
A draft still on ImgToVid
Write the still here. GPT Image 2.5 Flare carries the prompt into Create. Membership and credits are checked there.

04 — Verdict

What FitRoom actually is

Strengths

fitroom.app: garment photo + model photo virtual try-on
API cloth types: upper, lower, full, combo
Output listed up to 2048px; HD mode named
Honest that 2048px is a try-on row, not a 4K Nano Banana picker here

Trade-offs

No first-party FitRoom 4K generate picker here — 2048px is the listed output cap
A FitRoom job on fitroom.app is not this site’s generate table
FitRoom is not available on ImgToVid
Marked coming soon on this site

05 — Side by side

FitRoom, Nano Banana 2 and GPT Image 2.5

FitRoom is a try-on desk. Nano Banana 2 and GPT Image 2.5 numbers below are from those vendors’ public docs on ImgToVid. A 2048px try-on still there is not a FitRoom generate row here.

	FitRoom	Nano Banana 2	GPT Image 2.5
Developer	FitRoom	Google	OpenAI
Top resolution	Output listed to 2048px	4K	4K
Reference images	Model photo + garment photo	Up to 14	Up to 16
Images per run	1	1	1
Extreme frames	Full-body standing model asked; not 1:8 / 8:1 here	1:8 and 8:1	1:3 and 3:1
On ImgToVid	Coming soon	Available now	Available now

06 — How it works

Start a still on ImgToVid

Step 1
Describe one still
Subject, light, frame. FitRoom will not be the model that runs it.
Step 2
Use the generator on this page
It runs GPT Image 2.5 Flare, because FitRoom is not offered here. The prompt and the settings carry into Create.
Step 3
Generate in Create
Membership and credits are checked there. Coming back to this page does not switch the model over to FitRoom.

07 — FAQ

FitRoom, in plain terms

What is FitRoom?

FitRoom is a virtual try-on desk on fitroom.app: a garment image on a model photo. ImgToVid does not host FitRoom.

What resolution does FitRoom output?

Output is listed up to 2048px. HD mode is named. That is not a FitRoom 4K picker here.

Does FitRoom generate images from text?

The public try-on is two images first — garment and model — not a prompt-only still. That is fitroom.app, not a one-shot still on ImgToVid.

How many images per run?

The public try-on returns a still. Combo is one task for top + bottom. This site does not open that desk.

Can I generate FitRoom images on ImgToVid?

No. The generator on this page runs GPT Image 2.5 Flare so you can draft a still. FitRoom is marked coming soon.

Can I use the results commercially?

Commercial use of anything you generate on ImgToVid depends on your plan. Check Pricing and our Terms before you publish, and make sure prompts and uploads do not infringe someone else’s rights.