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OpenAI

GPT Image 2

All image models
Image modelOpenAI

OpenAI's balanced tier; moderate cost and fidelity, ideal for iterative refinement and everyday generation.

OverviewText + image to image

Overview

Succeeding GPT Image 1.5, GPT Image 2 High is the premium quality tier of OpenAI's flagship image generation model, released in April 2026. Powered by enhanced thinking capabilities, it delivers native 4K resolution and accurate multilingual text rendering across Latin and CJK scripts. It is especially good for professional design workflows that require precise typography, complex layout control, infographics, and high-fidelity photorealism.

Pricing

Low: 1K 3.57¢/generation, 2K 4.29¢/generation, 4K 7.14¢/generation; Medium: 1K 14.29¢/generation, 2K 15.71¢/generation, 4K 27.14¢/generation; High: 1K 53.57¢/generation, 2K 59.29¢/generation, 4K $1.0214/generation.

GPT Image 2 All Inputs

Text + image to image generation.

Specifications

Input mode
Text + image to image
Accepts
reference image (up to 16)
Aspect ratios
16:9, 9:16, 4:3, 3:4, 1:1
Resolutions
1K, 2K, 4K

Build with this model: GPT Image 2 API on the Hedra Developer Platform.

Best of GPT Image 2

A bakery owner arranges pastries behind a glass case, a chalk menu board behind.Bakery Owner Behind the Case, by GPT Image 2 MediumA barber gives a fade haircut in a modern, brick-walled barbershop.Barber at Work in a Real Shop, by GPT Image 2 MediumA bright modern laundromat with rows of identical, matching machines.Modern Laundromat, by GPT Image 2 MediumA lit taco cart at night with a side menu board and a cook at the open window.Late-Night Taco Cart, by GPT Image 2 MediumCustomers sign up at a riverside whitewater-rafting check-in booth, rafts behind.Rafting Outfitter Sign-Up Booth, by GPT Image 2 MediumA rocky coastline on a flat, overcast day with muted color.Overcast Coastline, by GPT Image 2 MediumA young man rides a city bus at night, the lit street reflected in the window.Night Bus Window Reflection, by GPT Image 2 MediumTwo friends laugh at a backyard gathering, lit by a harsh on-camera flash.Backyard Party Flash Snapshot, by GPT Image 2 MediumA florist trims flower stems at a cluttered workbench under shop fluorescent light.Flower-Shop Owner at Work, by GPT Image 2 MediumA yoga studio owner kneels to roll out a mat in a sunlit, plant-filled studio.Boutique Yoga Studio Owner, by GPT Image 2 MediumCinematic close-up of tonkotsu ramen with a jammy egg and chashu, overlaid with sweeping black sumi-e brushstrokes and hand-drawn annotationMixed-media ramen — photoreal bowl under sumi-e inkA close-up, 1024x1024 resolution macro image generated with GPT Image 2 Medium. It depicts a fuzzy honeybee with pollen-dusted legs clinging to a bright purple lavender stem. The background consists of a beautifully blurred field of lavender bathed in warm, golden sunset light.Honeybee on Lavender — GPT Image 2 MediumA close-up square image of a glowing firefly clinging to the underside of a purple wildflower at dusk. The firefly's abdomen shines with a bright yellow-green light, casting a warm glow on the flower stem. This text-to-image generation has a 1024x1024 resolution, created with GPT Image 2 Medium.Glowing Firefly on Wildflower — GPT Image 2 MediumA close-up photograph of a vibrant green praying mantis perched on a thin wooden branch, facing forward with folded legs. The background is filled with soft-focus green leaves in dappled sunlight. Generated using GPT Image 2 Medium at 1024x1024 resolution.Praying Mantis on Branch — GPT Image 2 MediumA square, close-up macro photograph generated by GPT Image 2 Medium at 1024x1024 resolution. A shiny red ladybug with black spots rests on a vertical green blade of grass. Numerous round dew drops cling to the grass and reflect the warm, golden sunrise light in the blurred background.Ladybug on Dewy Grass — GPT Image 2 MediumA high-resolution 1280x720 digital image generated by GPT Image 2 Medium. A muscular white unicorn with a glowing golden horn rears on a rocky mountain peak. The background shows misty valley clouds and jagged peaks illuminated by a bright, warm sunset.Rearing Unicorn on Mountain Peak — GPT Image 2 MediumA digital illustration of a dark, star-speckled unicorn drinking from a glowing pool in a mystical forest at night. The unicorn has a glowing purple horn and mane. Glowing blue and purple mushrooms line the forest floor. Generated using GPT Image 2 Medium at 1280x720 resolution.Cosmic Unicorn Drinking at Night — GPT Image 2 MediumA close-up shot of a small, slate-blue French bulldog puppy looking directly forward from inside a woven wicker basket lined with a cream-colored knit blanket. Generated by GPT Image 2 Medium at 1280x720 resolution, the image features soft, warm indoor lighting on a wooden floor.French Bulldog Puppy in Basket, by GPT Image 2 MediumA male lion lies on a brown rug inside a rustic wooden cabin, wrapped in a dark blue and green plaid blanket. The lion rests its head on its paw, looking sleepy. Outside the large window, a snowy winter forest is visible. Generated with GPT Image 2 Medium at 1280x720 resolution.GPT Image 2 Medium: Sleeping Lion in Cozy CabinA sleek, dark grey whippet stands alert on a grassy hilltop, facing the camera. The background features rolling green hills shrouded in morning mist under a soft sunrise. This horizontal 1280x720 image-to-image generation was created using the GPT Image 2 Medium model.Sleek Whippet at Sunrise — GPT Image 2 MediumA close-up image showing a modern architectural corner where a smooth, light grey concrete wall meets dark brown vertical wood panels. A sharp shadow bisects the concrete wall diagonally under a bright blue sky. Generated using GPT Image 2 Medium at 1280x720 resolution.Modern Architectural Detail — GPT Image 2 MediumA whimsical digital illustration of a small, fluffy brown teddy bear standing on a grassy hill under a starry night sky. The bear holds a dark blue balloon covered in yellow stars. A crescent moon glows in the background. Generated using GPT Image 2 Medium at 1280x720 resolution via an image-to-image process.Teddy Bear with Starry Balloon — GPT Image 2 MediumA 1280x720 image of three black and white marbled balloons floating on strings in a misty redwood forest. The scene is filled with towering redwood tree trunks, green ferns, and damp earth, generated using the GPT Image 2 Medium model.Marbled Balloons in Redwood Forest — GPT Image 2 MediumA whimsical digital illustration of a small, fluffy brown bear cub standing on a grassy hill, holding three red heart-shaped balloons. The background features a soft blue sky with light clouds. This landscape image was generated by GPT Image 2 Medium at 1280x720 resolution using image-to-image generation.GPT Image 2 Medium: Teddy Bear with Heart BalloonsA high-speed macro photograph of a hand piercing a bright pink water balloon with a needle. The balloon is frozen at the exact microsecond of popping, spraying water droplets against a black background. Generated with GPT Image 2 Medium at 1280x720 resolution.Bursting Pink Water Balloon — GPT Image 2 MediumA close-up portrait of an adult male lion with a golden mane, wearing a dark green knitted beanie and matching scarf. The lion is positioned in a snowy birch forest with light snowfall. This 1280x720 image-to-image generation was created using the GPT Image 2 Medium model.Lion in Winter Wear, by GPT Image 2 MediumA minimalist vector graphic on a dark background, generated by GPT Image 2 High at 1024x1024 resolution. The image features a small central cream dot, a thin white circular orbit line, and three golden-yellow dots of varying sizes resting on the orbit.GPT Image 2 High: Minimalist Orbital App IconA medium shot of a young couple sitting on a dark teal velvet couch in a warmly lit room. The woman holds a small white bottle near her face while the man smiles beside her. This 1280x720 image-to-image generation was created using the GPT Image 2 High model.Cozy Couple with Perfume — GPT Image 2 HighA white buttercream cake decorated with vibrant purple, yellow, and pink edible flowers sits on a white ceramic stand. The image is a text-to-image generation using the GPT Image 2 Low model at 1280x720 resolution, showcasing a bright, softly blurred kitchen background.Elegant Floral Cake — GPT Image 2 LowA digital illustration of a cute, plump red panda and raccoon hybrid character dressed as a wizard, generated by GPT Image 2 Medium at 1280x720 resolution. The creature wears a pointy blue wizard hat with stars and tattered robes, holding a wooden staff that glows with rainbow magic. It stands in a workshop filled with spellbooks, potions, and scrolls.GPT Image 2 Medium: Red Panda Wizard in Magical WorkshopA wide shot of a dark amber perfume bottle labeled EFFLUX sitting on a rough basalt stone pedestal. Golden sunlight streams from the left, illuminating the stone and bottle. Translucent holographic interfaces with golden charts and botanical sketches float in the dark background. Generated using GPT Image 2 High at 1280x720 resolution.Luxury Perfume on Stone Pedestal, by GPT Image 2 HighA glass perfume bottle with a gold cap sits on a stone ledge overlooking the iconic blue-domed buildings of Santorini, Greece. The warm sunset light illuminates the scene, casting long shadows. Generated with GPT Image 2 High at 1280x720 resolution using an image-to-image workflow.Perfume Bottle in Santorini Sunset — GPT Image 2 HighA hand holding a smartphone showing an app called Efflux scanning a concrete building. Glowing holographic user interface boxes float in the air to the right of the phone, displaying location coordinates, scent formulas, and chemical notes. Generated using GPT Image 2 High at 1280x720 resolution.Augmented Reality Mobile Interface — GPT Image 2 HighA close-up shot of a young woman with closed eyes holding a glass perfume bottle labeled EFFLUX up to her nose. Warm, golden lighting illuminates her face. This horizontal 1280x720 image was generated using GPT Image 2 High.Woman Smelling Efflux Perfume, by GPT Image 2 HighOver-the-shoulder view of a woman in a white dress holding up a smartphone to photograph an outdoor garden dinner party at sunset. The phone screen displays the camera view of the gathering. Warm golden hour light filters through olive trees. Generated with GPT Image 2 High at 1280x720 resolution.Sunset Garden Party Captured on Phone, by GPT Image 2 HighAn educational infographic titled The Flat Earth Master Model, generated by GPT Image 2 High at 1280x720 resolution. It features a three-dimensional cross-section of a flat circular Earth enclosed by a transparent glass dome, with a prominent ice wall along the rim and annotated text boxes explaining the cosmology.Flat Earth Master Model Infographic — GPT Image 2 HighA selfie-style portrait of a smiling young woman with wavy brown hair, wearing a cream sweater in a bright bedroom. Generated at 1280x720 resolution using the GPT Image 2 Medium model on Hedra, the image features soft, natural indoor lighting, a wooden headboard, and hanging plants in the background.GPT Image 2 Medium: Smiling Woman Selfie in BedroomA wide-angle image showing a retro-futuristic silver rocket ship crashing onto the rocky surface of the moon. A bright orange and white explosion erupts at the impact site, scattering dust and debris into space. The Earth appears in the distant black background. Generated with GPT Image 2 Low at 1280x720 resolution.Rocket Exploding on the Moon — GPT Image 2 LowA full-body vertical image of a majestic moose with a body covered in iridescent, rainbow-colored metallic scales instead of fur. It stands in a lush fantasy forest with exotic plants and towering rock spires in the background. Generated using GPT Image 2 High in 2160x3840 resolution.Iridescent Rainbow Moose in Forest — GPT Image 2 HighA digital rendering of a large moose with massive, glowing blue crystal antlers stepping through a shallow river. The moose's body has metallic green and blue scales. The background features a dark jungle with glowing flora, two moons, and a waterfall, generated by GPT Image 2 High at 3840x2160 resolution.Bioluminescent Crystal Moose in Forest — GPT Image 2 HighA majestic moose with iridescent, rainbow-colored scales standing on a mossy rock in a glowing purple forest. Generated by GPT Image 2 High at 3200x2400 resolution, this image-to-image creation features ornate antlers and bioluminescent flora in the background.Mystical Rainbow-Scale Moose — GPT Image 2 HighA square 2880x2880 digital illustration of a cheerful cartoon moose with vibrant, rainbow-colored curly fur and flowing, stylish antlers. The character is jumping in mid-air against a light gray background surrounded by glowing sparkles and small bubbles, generated using the GPT Image 2 High model.Rainbow Moose Character — GPT Image 2 High

What is GPT Image 2 High best used for?

This model excels at generating images with precise text rendering, making it ideal for UI mockups, posters, and product photography. Thanks to its built-in reasoning layer, it handles complex spatial layouts and multilingual typography—including CJK characters—with high accuracy. The High tier specifically delivers maximum photorealism and neutral color reproduction, ensuring that products and characters remain consistent across multiple generations without the plastic look of older models.

What is the release history of GPT Image 2 High?

OpenAI officially released GPT Image 2 on April 21, 2026, replacing GPT Image 1.5 as their flagship image generation model. It is the first OpenAI image model to feature built-in reasoning. The High tier represents the model's maximum quality setting and highest token cost. For budget-conscious prototyping, the same architecture is available in GPT Image 2 Medium and GPT Image 2 Low variants.

How can I optimize costs when using the High tier?

Native 4K generation at the high-quality tier is expensive, costing around $0.40 per image. A popular community workflow is to generate your initial drafts using GPT Image 2 Low or Nano Banana 2 for just a few cents. Once you find a composition you like, you can render the final hero asset in the High tier. Alternatively, you can generate at low quality and chain the result into an external upscaler to achieve near-4K resolution at a fraction of the native cost.

What are the best practices for prompting text?

To get the most reliable typography, wrap the exact text you want in single quotes within your prompt. Community testing shows it is best to keep quoted phrases under 12 words per region. For complex scenes, clearly state the spatial layout (e.g., "headline strip at the top"). You can find structured templates and failure fixes in the awesome-gpt-image-2-prompts repository.

Similar models

Flux Kontext MaxBlack Forest LabsFlux Kontext ProBlack Forest LabsFlux.2 [flex]Black Forest LabsFlux.2 [klein] 9BBlack Forest LabsFlux.2 [max]Black Forest LabsNano Banana ProGoogle

Prompt tips

  • Prototype in lower tiers: Because the High tier is expensive, test your compositions in GPT Image 2 Low or GPT Image 2 Medium first, then use the exact same prompt here for the final high-fidelity render.
  • Treat prompts like UI specs: Provide exact copy strings in quotes and describe the precise placement of buttons, labels, and headers—the model will structure the mockup accurately.
  • Provide cultural context: The model understands specific aesthetic philosophies (like wabi-sabi or Hokusai-inspired illustration) and can apply them deeply to the layout and typography if specified in the prompt.

What Will You Create?

Open Creative StudioGet the API
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