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  4. /gpt-image-2.5-flare / image-edit
OpenAI
GPT Image 2.5 Flare
$ 
The GPT-Image-2.5 Flare API image edit provides developers and creative professionals with a robust toolset for high-fidelity image manipulation. By leveraging the advanced architecture of GPT-Image-2.5 Flare, users can execute precise, localized edits while maintaining structural and identity integrity. Whether you are automating product photography adjustments or refining complex visual assets, this API ensures consistency and quality. Integrate the GPT-Image-2.5 Flare API image edit directly into your workflow on GPT Proto to experience streamlined image processing, reliable performance, and scalable API architecture designed for modern visual production requirements.

Modalities

Input: TextInput: Image
Output: Image

/

API Usage Examples
$ 
curl --request POST "https://gptproto.com/api/v3/openai/gpt-image-2.5-flare/image-edit" \
  --header "Authorization: Bearer $GPTPROTO_API_KEY" \
  --header "Content-Type: application/json" \
  --data '{
    "images": [],
    "prompt": "A tiny origami fox sailing a teacup across a moonlit puddle",
    "n": 1,
    "quality": "auto",
    "size": "auto",
    "enable_sync_mode": false,
    "response_format": "url"
  }'
GPT Image 2.5 Flare pricing

Start from the cost of a single sample and pick a testing budget. GPTProto rates are 5% below list price.

UsageQuantityRateCost
tokens
$4.75/1M$0.0008
tokens
$7.6/1M$0
tokens
$1.9/1M$0
tokens
$28.4999/1M$0.03

Model pricing

Token-based billing
ModelToken CategoryPrice
GPT Image 2.5 FlareImage Output$0.0285 / 1K tokens
GPT Image 2.5 FlareImage Input$0.00760 / 1K tokens
GPT Image 2.5 FlareCached Input$0.00190 / 1K tokens
GPT Image 2.5 FlareText Input$0.00475 / 1K tokens
Related Models
All Models
GPT Image 2.5 Flare
Current
$ 
byOpenAI$7.6/M input$28.5/M outputmore
GPT Image 2.5 Sunburst
$ 
byOpenAI$7.6/M input$28.5/M output
Grok Imagine Image 2.0
$ 
byGrok$0.04 per time1K · 2K · more
Seedream 5.0 Pro (Build 260628)
$ 
byBytedance$0.0405 per time1K · 2K
Nano Banana 2 Lite (Gemini 3.1 Flash-Lite Image)
$ 
byGoogle$0.0202 per time1K
Nano Banana 2 (Gemini 3.1 Flash Image)
$ 
byGoogle$0.0402 per time1K · 2K · 4K
GPT Image 2
$ 
byOpenAI$6.4/M input$24/M output
Nano Banana 2 (Gemini 3.1 Flash Image)
$ 
byGoogle$0.0402 per time1K · 2K · 4K
Seedream 5.0 (Build 260128)
$ 
byBytedance$0.0298 per time
Doubao Seedream 5.0 (Build 260128)
$ 
byBytedance$0.0298 per time
Grok Imagine Image
$ 
byGrok$0.012 per time
Kling Image o1
$ 
byKling$0.0224 per time
GPT Image 1.5
$ 
byOpenAI$5.6/M input$22.4/M output
Grok Imagine 0.9
$ 
byGrok$0.135 per time
GPT Image 1 Mini
$ 
byOpenAI$1.75/M input$5.6/M output
Image Watermark Remover
$ 
byGPTProto$0.01 per time
Image Zoom
$ 
byGPTProto$0.02 per time
Qwen Image
$ 
byQwen$0.0315 per time
Flux Kontext Max
$ 
byFlux$0.064 per time
Flux Kontext Pro
$ 
byFlux$0.032 per time
Ideogram Reframe v3
$ 
byIdeogram$0.048 per time
Ideogram Edit v3
$ 
byIdeogram$0.048 per time
Ideogram Remix v3
$ 
byIdeogram$0.048 per time
GPT Image 1
$ 
byOpenAI$7/M input$28/M output
Midjourney
$ 
byMidjourney$0.0608 per time
ModelResolutionInput → Output
GPT Image 2.5 FlareCurrent
$ 
$7.60 / $28.50 per 1Mmore
Input: TextInput: Image
Output: Image
GPT Image 2.5 Sunburst
$ 
$7.60 / $28.50 per 1M—
Input: TextInput: Image
Output: Image
Grok Imagine Image 2.0
$ 
—$0.04 per time1K · 2K · more
Input: TextInput: Image
Output: Image
Seedream 5.0 Pro (Build 260628)
$ 
$0.04 per time1K · 2K
Input: TextInput: Image
Output: Image
Nano Banana 2 Lite (Gemini 3.1 Flash-Lite Image)
$ 
$0.02 per time1K
Input: TextInput: Image
Output: Image
Nano Banana 2 (Gemini 3.1 Flash Image)
$ 
$0.04 per time1K · 2K · 4K
Input: TextInput: Image
Output: Image
GPT Image 2
$ 
$6.40 / $24.00 per 1M—
Input: TextInput: Image
Output: Image
Nano Banana 2 (Gemini 3.1 Flash Image)
$ 
$0.04 per time1K · 2K · 4K
Input: TextInput: Image
Output: Image
Seedream 5.0 (Build 260128)
$ 
$0.03 per time—
Input: TextInput: Image
Output: Image
Doubao Seedream 5.0 (Build 260128)
$ 
$0.03 per time—
Input: TextInput: Image
Output: Image
Grok Imagine Image
$ 
$0.01 per time—
Input: TextInput: Image
Output: Image
Kling Image o1
$ 
$0.02 per time—
Input: TextInput: Image
Output: Image
GPT Image 1.5
$ 
$5.60 / $22.40 per 1M—
Input: TextInput: Image
Output: Image
Grok Imagine 0.9
$ 
—$0.14 per time—
Input: Text
Output: Image
GPT Image 1 Mini
$ 
$1.75 / $5.60 per 1M—
Input: TextInput: Image
Output: Image
Image Watermark Remover
$ 
—$0.01 per time—
Input: Image
Output: Image
Image Zoom
$ 
—$0.02 per time—
Input: Image
Output: Image
Qwen Image
$ 
$0.03 per time—
Input: Text
Output: Image
Flux Kontext Max
$ 
$0.06 per time—
Input: TextInput: Image
Output: Image
Flux Kontext Pro
$ 
$0.03 per time—
Input: TextInput: Image
Output: Image
Ideogram Reframe v3
$ 
$0.05 per time—
Input: Image
Output: Image
Ideogram Edit v3
$ 
$0.05 per time—
Input: Image
Output: Image
Ideogram Remix v3
$ 
$0.05 per time—
Input: Text
Output: Image
GPT Image 1
$ 
$7.00 / $28.00 per 1M—
Input: TextInput: Image
Output: Image
Midjourney
$ 
$0.06 per time—
Input: TextInput: Image
Output: Image
Examples
Place this exact perfume bottle on a sunlit beach boardwalk at golden hour, ocean and soft bokeh in the background, keep the bottle design, blank label and proportions unchanged, no text or logos
Transform the flying page into an ancient glowing map fragment while preserving the woman’s face, bicycle, motion, and library setting. Add a subtle hidden doorway beginning to open between two bookshelves, with warm mysterious light spilling through. Make the scene feel like the beginning of a secret chase through the library. Keep it elegant, adventurous, and story-driven.
Transform the provided street-style photo into a high-end fashion magazine cover. Keep the same woman, facial features, hairstyle, outfit, body proportions, pose, and overall identity from the reference image. Preserve the original street-fashion aesthetic and natural candid feeling, but elevate the image into a sophisticated editorial fashion photograph. Create a premium international fashion magazine cover aesthetic, inspired by contemporary luxury fashion editorials. COMPOSITION: Vertical magazine cover, 4:5 aspect ratio. The woman is the clear main subject, positioned elegantly in the center with slightly more negative space around her head and upper body for magazine typography. Strong editorial composition, sophisticated framing, realistic photography. PHOTOGRAPHY: Ultra-photorealistic fashion photography, high-end editorial photography, 35mm fashion photography, natural skin texture, subtle film grain, sharp facial details, beautiful but realistic skin, professional color grading, soft cinematic contrast, controlled highlights and shadows, luxury fashion campaign quality. LIGHTING: Soft directional natural light mixed with subtle studio-style fill light, beautiful highlights on hair and clothing, slightly dramatic shadows, refined and sophisticated atmosphere. MAGAZINE DESIGN: Add elegant editorial typography around the subject. Minimalist luxury fashion magazine layout. Large sophisticated masthead at the top: "ÉLAN" Small editorial headlines distributed around the composition, carefully avoiding the woman's face and body: "THE NEW STREET STYLE" "MODERN ICONS" "THE ART OF EVERYDAY" "FALL / WINTER 2026" "THE CITY EDIT" "STYLE • CULTURE • BEAUTY" Use refined high-fashion typography, large elegant serif masthead, minimal sans-serif secondary typography, precise typographic hierarchy, balanced spacing, premium fashion editorial layout. COLOR & MOOD: Warm neutral tones, slightly muted colors, rich browns, black, cream, subtle metallic accents, sophisticated urban atmosphere, effortlessly cool, modern, confident, expensive-looking. IMPORTANT: The woman must remain the exact same person from the reference. Do not change her facial identity. Do not change her clothing design. Do not add extra accessories. Do not distort her hands or body. Typography should look naturally integrated into the photograph. No excessive graphics. No cheap commercial advertising aesthetic. No cartoon. No CGI. No plastic skin. No unrealistic beauty retouching. The final image should look like a real photograph published as the cover of a prestigious international fashion magazine.
Please create a palace—a super-scale wonder × dark epic fantasy × high-end cinematic CG × realistic materials × sublime scale composition. No human figures appear in the frame; only a super-scale behemoth, divine beast, mechanical lifeform, unknown creature, or abstract anomaly that occupies the vast majority of the image. The subject gradually emerges from darkness, smoke, clouds, debris, rock layers, liquid, or energy storms—never fully revealed, only highlighting the eyes, head, partial limbs, or vast silhouette, creating an intense Sublime Scale / colossal oppressive presence. Around the subject, a massive amount of realistic particles, dust,碎石, mist, liquid splashes, sparks, or energy shockwaves erupt, forming a Radial Dynamic Composition / radial burst layout centered on the main subject. Highlight areas approach bone white or cool white, while the periphery gradually sinks into charcoal black, burnt umber, deep gray, and misty tones, with only a small amount of vermilion or a signature character color retained as a high-purity visual anchor. Style: cinematic photoreal CG, physically based rendering, volumetric lighting, ray-traced reflections, realistic fur / skin / stone / metal textures, high-density particles, atmospheric depth, motion debris, and subtle lens bloom. Emphasis is on tangible weight, scale, materiality, and spatial atmosphere—no hand-drawn ink effects, no illustrative brushstrokes. Camera: ultra-wide-angle low-angle shot or long-distance telephoto compression, automatically adapted to the subject. Composition emphasizes the massive subject breaking beyond the frame, partial cropping, foreground-background layering, and depth, creating a cinematic disaster-spectacle and mythic-epiphany feel. 9:16 vertical format, pure colossal-subject primary visual, no human figures, cinematic-grade realistic CG, extreme scale contrast, volumetric fog, particle bursts, realistic materials, high dynamic range, deep shadows, restrained highlights, epic spectacle.

Understanding the GPT-Image-2.5 Flare API image edit Capability

The GPT-Image-2.5 Flare API image edit is a specialized service designed for developers and designers who require high-precision image manipulation through an API interface. It allows for targeted modifications to existing images, ensuring that specific elements are updated while the rest of the visual context remains intact.

Key capabilities of the GPT-Image-2.5 Flare API image edit include:

  • Localized image modification with high structural integrity.
  • Advanced identity and texture preservation during the editing process.
  • Seamless integration into existing creative and e-commerce workflows on GPT Proto.
  • Robust API performance designed for scalable, professional applications.

Who Should Choose GPT-Image-2.5 Flare API image edit for Image Editing

Who Should Choose GPT-Image-2.5 Flare API image edit for Image Editing?

The GPT-Image-2.5 Flare API image edit is ideal for professionals who need to scale their visual content production without sacrificing quality. It is particularly well-suited for:

  • E-commerce developers building automated product retouching pipelines.
  • Creative agencies needing rapid, consistent modifications across large asset libraries.
  • App developers integrating AI-driven photo editing features into consumer-facing platforms.
  • Marketing teams requiring precise, brand-consistent asset variations.

Pro Tips for Using GPT-Image-2.5 Flare API image edit for Image Editing

  • Always provide clear, concise instructions to the API to define the exact boundaries of your intended edit.
  • Ensure that your source images are high-resolution and well-lit to give the model the best possible data to work with.
  • Use explicit preservation instructions for elements that must not be altered during the editing process.
  • Test your prompts in the GPT Proto development environment to refine the output before scaling your API calls.
  • When performing localized edits, describe the surrounding environment to help the model maintain consistent lighting and perspective.

Mastering Visual Precision with the GPT-Image-2.5 Flare API image edit

The GPT-Image-2.5 Flare API image edit represents a significant advancement in automated visual refinement. By utilizing the sophisticated capabilities of the GPT-Image-2.5 Flare model, users can perform complex image modifications with high accuracy. Start integrating this powerful tool today by visiting our model hub.

Solving Complex Editing Challenges with GPT-Image-2.5 Flare

In professional visual workflows, the primary challenge is achieving specific, localized changes without degrading the overall quality or altering the core identity of the subject. The GPT-Image-2.5 Flare API image edit addresses this by offering fine-grained control over image modification tasks. Unlike standard tools that may struggle with context preservation, this model is designed to interpret specific instructions to modify target areas while maintaining consistency in lighting, texture, and composition across the entire image.

High-Fidelity Product Asset Modification

For e-commerce platforms and marketing teams, the GPT-Image-2.5 Flare API image edit is indispensable. It allows for the seamless adjustment of product attributes—such as changing colors, adding accessories, or removing background clutter—without requiring a reshoot. By focusing on the preservation of the original product geometry, the API ensures that marketing assets remain authentic and brand-compliant.

Context-Aware Subject Refinement

Whether you are editing portraits or intricate environmental shots, the GPT-Image-2.5 Flare API image edit excels at understanding spatial relationships. When instructing the model to modify a specific element within a frame, it analyzes surrounding visual data to ensure that the edit blends naturally with the existing lighting and depth-of-field. This capability is critical for developers building applications that require high-quality, automated visual post-processing.

The GPT-Image-2.5 Flare API image edit provides the granular control needed for professional-grade visual automation, ensuring that every edit feels like a natural part of the original composition.

Integration Benefits on GPT Proto

Deploying the GPT-Image-2.5 Flare API image edit on GPT Proto offers developers a stable, high-performance environment. Our platform is built to handle high-volume API requests with minimal latency, ensuring that your image processing pipelines remain uninterrupted. Comprehensive documentation is available at docs.gptproto.com to assist with your integration process.

FeatureStandard ModelsGPT-Image-2.5 Flare API image edit
PrecisionGeneralistHigh-fidelity localized editing
Identity PreservationModerateSuperior subject consistency
Platform StabilityVariableEnterprise-grade infrastructure

Pricing and Usage

GPT Proto offers a transparent billing structure designed for scalability. You can easily manage your project requirements by opting to Add Funds to your account. Monitor your usage patterns directly through your dashboard to ensure optimal resource allocation. For further insights into maximizing your workflow efficiency, visit our blog for the latest updates and technical guides.

Frequently Asked Questions About GPT-Image-2.5 Flare API image edit

Get answers to common questions regarding the GPT-Image-2.5 Flare API image edit and its integration.

What is the GPT-Image-2.5 Flare API image edit?

The GPT-Image-2.5 Flare API image edit is a powerful tool on GPT Proto for performing precise, AI-driven modifications to images.

How do I access the GPT-Image-2.5 Flare API image edit?

You can access the GPT-Image-2.5 Flare API image edit by creating an account on GPT Proto and obtaining your API credentials.

Does the GPT-Image-2.5 Flare API image edit support high-resolution images?

Yes, the GPT-Image-2.5 Flare API image edit is designed to handle professional-grade assets while maintaining high quality.

Can I use the GPT-Image-2.5 Flare API image edit for commercial projects?

Yes, the GPT-Image-2.5 Flare API image edit is suitable for professional and commercial applications.

How does the GPT-Image-2.5 Flare API image edit maintain identity?

The GPT-Image-2.5 Flare API image edit utilizes advanced structural analysis to ensure key features remain consistent.

Is the GPT-Image-2.5 Flare API image edit difficult to integrate?

The GPT-Image-2.5 Flare API image edit is designed for straightforward integration via standard RESTful API calls.

What billing method does GPT Proto use for the GPT-Image-2.5 Flare API image edit?

You can Add Funds to your account to cover usage of the GPT-Image-2.5 Flare API image edit.

Can the GPT-Image-2.5 Flare API image edit perform background changes?

Yes, the GPT-Image-2.5 Flare API image edit can be used to modify or replace backgrounds effectively.

Where can I find documentation for the GPT-Image-2.5 Flare API image edit?

Comprehensive documentation for the GPT-Image-2.5 Flare API image edit is located at docs.gptproto.com.

Does the GPT-Image-2.5 Flare API image edit support batch processing?

Yes, the GPT-Image-2.5 Flare API image edit supports scalable batch processing for large-scale workflows.

What is the latency of the GPT-Image-2.5 Flare API image edit?

The GPT-Image-2.5 Flare API image edit is optimized for low-latency performance on the GPT Proto platform.

Can I get support for the GPT-Image-2.5 Flare API image edit?

Yes, support for the GPT-Image-2.5 Flare API image edit is available through our dedicated portal.

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