OpenAI Multimodal Image Architecture

GPT Image 2.5: Complex Instruction Following for Image-to-Image

Built for nuanced natural-language comprehension, GPT Image 2.5 translates detailed multi-part instructions into accurate scene redesigns, product campaigns, and portrait lighting transformations.

Architecture
OpenAI Next-Gen Image Editing Series (Flare / Sunburst)
Reference Inputs
Up to 16 reference images per generation
Identity & Structure Lock
Strong spatial geometry lock & multi-clause instruction accuracy
Output Sizes
1K, 2K, and 4K, with Auto or fixed aspect ratios from 9:21 to 21:9
Unfinished empty living room photo before AI interior redesign — Furnished modern Scandinavian living room generated from the same room geometryOriginal Empty Living RoomGPT Image 2.5 Interior Redesign
GPT Image 2.5 keeps the window placement and room perspective while furnishing the space with realistic materials and natural daylight.

GPT Image 2.5 Workspace

Run GPT Image 2.5 in Studio

Upload your photo once, pick Nano Banana 2, GPT Image 2.5, Qwen Image Edit, or Seedream 5.0 in the model selector, and compare outputs directly.

Transformation studio

PNG, JPEG or WebP, up to 10 MB

Upload image0 of 16 images

Try these examples

Credits shown before you generate
Aspect ratio
Resolution
Quality
Output count

Add an image and prompt to begin

GPT Image 2.5 Visual Showcase

Complex scene edits that keep the room geometry

See how GPT Image 2.5 handles spatial perspective, portrait lighting, and stylized game world conversion.

Before and after AI interior redesign from an empty room to a furnished Scandinavian living room
Source photoAI output
Interior Redesign

Empty room to warm Scandinavian living space

Keeps the wall corners, window frames, and floor perspective while adding oak furniture, a woven rug, and soft daylight.

Before and after moving a stadium selfie into an underwater portrait with GPT Image 2.5
Source photoAI output
Scene Change

Move a stadium selfie into a sunlit underwater portrait

Follows a multi-part scene instruction, with caustic light, floating hair, and bubbles, while keeping the face, necklace, and white top.

Before and after converting a dog photo into a 16-bit pixel-art game scene
Source photoAI output
16-Bit Pixel World

Pet photo to retro 16-bit pixel-art game scene

Converts a real dog photo into a cohesive retro pixel-art platformer scene with readable sprite details.

GPT Image 2.5 Workflow

How to structure prompts for GPT Image 2.5

Take advantage of GPT Image 2.5's deep language understanding with structured prompts.

  1. 01

    Upload 1 to 16 reference images

    Upload your primary room, product, or portrait photo (up to 10 MB per file).

  2. 02

    Define structural invariants first

    Explicitly list what cannot move: architectural walls, camera angle, product label, or facial identity.

  3. 03

    Write detailed material and lighting clauses

    GPT Image 2.5 excels when you specify concrete materials (brushed brass, bouclé fabric, warm tungsten light) rather than vague buzzwords.

  4. 04

    Match the framing to your photo

    Leave the aspect ratio on Auto to follow your photo, or pick a ratio that matches its orientation to avoid unwanted cropping. Raise the resolution to 2K or 4K when you need more detail.

Reviewed byImg2Img Product Team

Published / Updated /

ReferencesOpenAI Image Generation GuideGoogle Gemini Image Generation Docs

GPT Image 2.5 Prompt Recipes

Structured prompts for interiors, products, and portraits

Load any recipe into the studio to test GPT Image 2.5.

Architectural Staging

Virtual home staging for real estate photos

Keep the exact room dimensions, windows, flooring, and camera angle from the uploaded photo. Stage the room as a modern minimalist living area with a low-profile linen sectional, walnut credenza, and warm afternoon sunlight.

Ideal for real estate staging and interior moodboards.

Load GPT Image 2.5 prompt
Commercial Product

Studio packshot to editorial campaign scene

Keep the uploaded product's exact shape, proportions, and printed label unchanged. Place it on a wet dark slate surface surrounded by natural botanical shadows and warm directional key light.

Preserves brand packaging while upgrading the environment.

Load GPT Image 2.5 prompt
Storybook Restyle

Portrait to hand-inked editorial illustration

Keep the exact pose, glasses, and expression from the source portrait. Convert the image into a warm hand-inked storybook illustration with textured watercolor washes and crisp pen outlines.

Balances character likeness with stylized brushwork.

Load GPT Image 2.5 prompt

Explore Workflows & Models

Switch between specialized editing workflows and reference-ready models

Google Gemini Flash Image Architecture

Nano Banana 2

Multi-person portrait fusion, character consistency, rapid conversational photo edits

Explore model guide
Alibaba Qwen Vision-Language Editing Architecture

Qwen Image Edit

Targeted hair/outfit edits, vintage photo restoration, sign & packaging text edits

Explore model guide
ByteDance Seedream 5.0 Visual Generation Engine

Seedream 5.0

Ink-wash & anime restyling, high-fashion editorial portraits, 4K visual campaigns

Explore model guide
Black Forest Labs Flux Architecture

Flux Kontext

Commercial advertising, brand packaging preservation, architectural concept design

Explore model guide
xAI Grok Visual Intelligence Engine

Grok Imagine AI

Viral social media cards, 3D pop-out framing, bold retro pixel-art transformations

Explore model guide
Prompt-Guided AI Image Editor

AI Image Editor

Edit photos with natural language prompts using our free AI image editor. Restore old photos, change outfits, relight portraits, and swap product scenes while keeping the original composition.

Open in Studio
AI Photo to Sketch Converter

Photo to Sketch AI

Convert any photo to pencil sketch, charcoal drawing, ink-wash painting, or manga line art online with AI, keeping the likeness, pose, and composition recognizable.

Open in Studio
AI Old Photo Restoration & Colorization

Old Photo Restoration

Restore damaged, scratched, and faded vintage photos online with AI. Remove paper creases, glare, and tears while colorizing monochrome portraits with natural skin tones.

Open in Studio
AI Shadow Remover & Portrait Relighting

Remove Shadow from Photo

Remove unwanted facial shadows, background glare, and hard lighting shadows from photos online with AI. Relight portraits and product shots while keeping the original subject recognizable.

Open in Studio
AI Filter Remover & Color Neutralization

Remove Filter from Photo

Remove Instagram, TikTok, and oversaturated color filters from photos online with AI. Neutralize warm orange and magenta color casts to restore authentic skin tones and clean lighting.

Open in Studio
AI Watermark Remover & Inpainting

AI Watermark Remover

Remove watermarks, logos, timestamps, and unwanted text from photos online with AI. Seamlessly reconstruct hidden background textures without blur.

Open in Studio
AI Image Extender & Outpainting Tool

AI Expand Image

Expand photos and uncrop images beyond their original borders online with AI. Extend vertical 9:16 portraits to 16:9 widescreen wallpapers with seamless continuity.

Open in Studio

GPT Image 2.5 FAQ

Questions about GPT Image 2.5 image-to-image editing

Learn when to pick GPT Image 2.5 over other models in the workspace.

What makes GPT Image 2.5 different from older diffusion models?

GPT Image 2.5 uses multimodal language-vision understanding, allowing it to follow complex, multi-sentence instructions (such as changing specific furniture pieces while keeping room windows and lighting direction intact) without manual masks.

When should I choose GPT Image 2.5 over other models?

Pick GPT Image 2.5 when the prompt carries several instructions that all need to land, such as furnishing a room while keeping its windows, or changing the scene and the light in one pass. For a quick single-attribute edit, Qwen Image Edit is often enough.

How many credits does GPT Image 2.5 use?

GPT Image 2.5 starts at 4 credits per image. The studio shows the estimate for your settings before you generate, and failed generations return the credits.

How many reference images can I use with GPT Image 2.5?

GPT Image 2.5 variants in our studio support up to 16 reference images per generation.

Which aspect ratio and resolution should I pick for GPT Image 2.5?

Leave the aspect ratio on Auto to follow your source photo, or choose a fixed ratio such as 1:1, 3:4, or 16:9 that matches it. Resolution is a separate setting with 1K, 2K, and 4K options; higher resolutions use more credits.

Is GPT Image 2.5 good for interior design and product photography?

Yes. It is one of the strongest models for virtual home staging and commercial product placement because it respects 3D perspective and lighting physics.