GPT Image 1.5 Precise Prompt Control
GPT Image 1.5 is OpenAI's image model, powered by GPT-5 guidance for precise visual creation. Turn natural-language prompts into photorealistic scenes, product renders, concept art, and stylized graphics, then refine images with object changes, background swaps, retouching, text edits, and color or lighting control. Atlas Cloud provides pay-as-you-go access with standard pricing from $0.004 for text-to-image and $0.006 for editing. Start building today.
GPT Image 1.5 is developed by OpenAI. Atlas Cloud (operated by Atlas Cloud AI LLC) provides access to it and does not own it. All trademarks belong to their respective owners.
Explore the Leading GPT Image 1.5(2)
Choose the Right GPT Image 1.5 Image Workflow
Compare generation and editing endpoints by input, output, verified controls, use cases, and standard base pricing.
| Modality | Description |
|---|---|
| GPT Image 1.5 Text to Image API | Turn a natural language prompt, with optional image conditioning, into a generated image. Custom aspect ratios, seeds, negative prompts, hex color hints, and style presets support photorealistic shots, product renders, concept art, and stylized graphics. The standard base price is $0.004. |
| GPT Image 1.5 Edit API | Start with an image and natural language instructions to produce a revised image. Add or remove objects, swap backgrounds, retouch faces, adjust color and lighting, edit text and graphics, crop, resize, or apply hex color control for production image updates. Its standard base price is $0.006. |
GPT Image 1.5 Under Creative Direction
Across generation and editing, GPT Image 1.5 combines precise prompt following, detail-preserving transformations, improved text rendering, flexible creative controls, and production-ready Atlas Cloud access.
GPT Image 1.5 Prompt Precision
GPT Image 1.5 follows detailed natural-language prompts with stronger instruction adherence, including requested lighting, composition, and small scene details. Describe the scene in one brief, then use Atlas Cloud's REST endpoint to turn it into a finished visual. This control suits product concepts, art direction, and complex compositions where small details must match the creative brief.
Edit Without Losing the Original
Make precise edits with natural-language instructions while preserving important details such as lighting, composition, and facial likeness. Add or remove objects, replace backgrounds, retouch faces, adjust color or lighting, edit graphics, and crop or resize through the dedicated edit model. It is built for campaign refreshes, product variations, and portrait changes that should retain the source image's identity.
Sharper Text in Every Scene
GPT Image 1.5 improves the rendering of denser and smaller text inside generated images. Pair that capability with natural-language control to compose wide banners, menus, infographics, and branded graphics whose copy belongs in the scene. Teams can move from a written brief to text-rich campaign artwork with fewer manual layout corrections during early design exploration.
Natural Detail Across Styles
From photorealistic shots and product renders to concept art and stylized graphics, the model covers a broad visual range. Natural-looking results retain fine textures and believable light across varied visual briefs. Choose this flexibility when one API must serve ecommerce imagery, editorial concepts, game art, and brand visuals without locking every workflow to one aesthetic.
GPT Image 1.5 Creative Controls
Shape each generation with custom aspect ratios, reusable seeds, negative prompts, hex color hints, and style presets exposed by Atlas Cloud. Start from text alone or condition the request with an image, then tune composition and palette without rebuilding the entire brief. These controls help teams repeat successful setups and produce channel-specific assets with more consistent creative direction.
Production REST Access
Build on a ready-to-use REST inference API with no cold starts, using standard prices of $0.004 per text-to-image call and $0.006 per edit call. GPT Image 1.5 can render up to four times faster than the previous ChatGPT Images model, shortening review loops. This combination fits production pipelines that need quick iteration, predictable per-call costs, and separate generation and editing routes.
One Prompt, Three Models: GPT Image 1.5 in Focus
See how GPT Image 1.5 and two Atlas Cloud alternatives interpret identical prompts across typography, composition, lighting, texture, and photorealistic detail.
Create a wide horizontal campaign banner for an artisan citrus soda called "SUNLIT SODA," with the smaller line "BLOOD ORANGE • SEA SALT" rendered clearly and exactly. Arrange frosted glass bottles, sliced blood oranges, striped paper straws, ice cubes, linen napkins, and scattered salt crystals in a top-down flat lay, balancing a dense product cluster on the left with generous negative space for typography on the right. Use hard midday sunlight casting crisp diagonal shadows, a restrained cobalt blue and vivid orange palette, realistic condensation, textured paper labels, and subtle film grain. Polished editorial product photography, precise commercial typography, wide 16:9 aspect ratio, full-bleed.
Generated with Openai GPT Image-1.5 Text-to-image on Atlas Cloud
Generated with Nano Banana 2 Text-to-Image on Atlas Cloud
Generated with Openai GPT Image 2 Text-to-Image on Atlas Cloud
Photograph the decisive moment when a young dancer spins inside a bright neighborhood laundromat and a white cotton sheet arcs above her like a sail while her laughing friend tries to catch it. Warm late-afternoon window light enters from the left, revealing natural skin texture, woven fabric, scratched chrome, and worn terrazzo flooring. Frame the scene through the circular door of a foreground washing machine, with repeating machines creating depth behind the subjects. Keep a controlled palette of cream, cherry red, and faded turquoise, with slight motion blur in the airborne sheet and crisp focus on their expressions. Candid 35mm documentary photography, gentle film grain, wide 16:9 aspect ratio, full-bleed.
Generated with Openai GPT Image-1.5 Text-to-image on Atlas Cloud
Generated with Nano Banana 2 Text-to-Image on Atlas Cloud
Generated with Openai GPT Image 2 Text-to-Image on Atlas Cloud
From Prompt to Production with GPT Image 1.5
GPT Image 1.5 supports product imagery, branded campaign variants, concept development, catalog updates, portrait retouching, and embedded creative tools through image generation from prompts and precise editing from natural language instructions.
GPT Image 1.5 Product Visuals
GPT Image 1.5 turns natural language prompts into photorealistic product shots and polished renders. Ecommerce teams can create listing imagery, lifestyle scenes, and aspect ratio variants for storefronts, marketplaces, or campaign launches.
Branded Campaign Variants
Edit text and graphics through natural language instructions while applying hex color control to branded assets. Marketing teams can adapt posters, social creatives, and promotional layouts for regional campaigns without rebuilding every composition.
Concept Art Exploration
Explore concept art and stylized graphics from detailed prompts, with seeds and style presets supporting controlled iteration. Game developers, filmmakers, and illustrators can compare visual directions before committing production resources.
GPT Image 1.5 Catalog Editing
Refresh product catalogs through background swaps, color and lighting adjustments, cropping, or resizing. GPT Image 1.5 helps ecommerce teams prepare seasonal listings, marketplace variants, and coordinated collections from existing assets.
Portrait and Lifestyle Retouching
Retouch faces, refine lighting, and adjust colors through precise natural language edits. Photographers and creative teams can polish portraits, lifestyle images, or campaign selects for client delivery, editorial layouts, and consistent visual storytelling.
On Demand Creative Tools
Build creative tools around a ready to use REST inference API designed to avoid cold starts. Product teams can support user generated graphics, design previews, and automated visual workflows inside SaaS applications at scale.
GPT Image 1.5 Endpoint and Price Comparison
Compare GPT Image 1.5 generation and editing endpoints with image models available through Atlas Cloud, using standard catalog prices rather than temporary discounts.
| Model | Image Generation | Image Editing | Provider | Standard Price |
|---|---|---|---|---|
| Openai GPT Image-1.5 Text-to-image | √ | - | OpenAI | $0.004 per unit |
| Openai GPT Image-1.5 Edit | - | √ | OpenAI | $0.006 per unit |
| Nano Banana 2 Text-to-Image | √ | - | $0.08 per unit | |
| Nano Banana 2 Edit | - | √ | $0.08 per unit | |
| MAI-Image-2.6-Flash Text-to-image | √ | - | Microsoft | $0.044 per image |
| MAI-Image-2.6-Flash Edit | - | √ | Microsoft | $0.047 per image |
How to Use GPT Image 1.5 on Atlas Cloud
Get started in minutes — follow these simple steps to integrate and deploy models through Atlas Cloud's platform.
Create an Atlas Cloud Account
Sign up at atlascloud.ai and complete verification. New users receive free credits to explore the platform and test models.
Why Use GPT Image 1.5 on Atlas Cloud
Combining the advanced GPT Image 1.5 models with Atlas Cloud's GPU-accelerated platform provides unmatched performance, scalability, and developer experience.
Performance & flexibility
Low Latency:
GPU-optimized inference for real-time reasoning.
Unified API:
Run GPT Image 1.5, GPT, Gemini, and DeepSeek with one integration.
Transparent Pricing:
Predictable per-token billing with serverless options.
Enterprise & Scale
Developer Experience:
SDKs, analytics, fine-tuning tools, and templates.
Reliability:
99.99% uptime, RBAC, and compliance-ready logging.
Security & Compliance:
SOC 2 Type II, HIPAA alignment, data sovereignty in US.
GPT Image 1.5 Questions Developers Ask
GPT Image 1.5 is an OpenAI model for generating and editing images from natural language instructions. It offers improved instruction following and prompt adherence for workflows such as product imagery, concept art, photorealistic scenes, and stylized graphics.
Use text prompts to create product renders, photorealistic shots, concept art, and stylized graphics. For existing images, the edit endpoint can add or remove objects, replace backgrounds, retouch faces, modify text and graphics, and adjust colors or lighting.
Create an Atlas Cloud API key and send an authenticated POST request to the image generation endpoint. Select openai/gpt-image-1.5/text-to-image for generation or openai/gpt-image-1.5/edit for editing, then provide the required prompt and any endpoint-specific inputs.
For text-to-image requests, developers can configure the prompt, image size, quality, output format, synchronous response mode, and Base64 output. Editing requests additionally accept source images and low or high input fidelity for controlling detail preservation.
Choose 1024x1024, 1024x1536, or 1536x1024 output with low, medium, or high quality. Atlas Cloud supports JPEG and PNG output for both generation and editing.
Atlas Cloud lists a standard base price of $0.004 per text-to-image call and $0.006 per edit call. These are the standard prices rather than temporary discounted rates.
Start with high input fidelity when faces, logos, or other source details must remain recognizable. Describe the requested change precisely and state which elements should stay unchanged, then test the result before placing the workflow into production.
Yes. OpenAI currently marks GPT Image 1.5 as deprecated and lists December 1, 2026 as its scheduled API shutdown date, with GPT Image 2 recommended as the replacement. Existing integrations should plan and validate a migration before that date.
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