GPT Image 2 is the latest image generation model released by OpenAI on April 21, 2026. Its core upgrades include native 2K resolution, multilingual text rendering accuracy exceeding 95%, and a reasoning pipeline that plans composition before drawing. It can stably carry 5-8 named elements per frame, supports a variety of aspect ratios from 3:1 to 1:3, and its typesetting rendering precision surpasses all previous image models.
This article organizes the highest quality English prompts for GPT Image 2 in the community, arranged by category, ready to be copied, modified, and used directly.
Six Elements of a Prompt
GPT Image 2 responds better to structured prompts. Prompts written in a clear sequence of instructions far outperform free-form descriptions. Each high-quality prompt contains the following six elements, arranged in this order:
- Scene / Background — Where does the image take place?
- Subject — Including proportion and gaze direction, determining who is the focus of the image.
- Materials and Textures — Fabric, metal, glass, skin, used to describe what material the object is made of.
- Composition — Framing, perspective, focal length, element positioning.
- Lighting and Atmosphere — The direction, quality, color temperature, and emotional tone of the light.
- Constraints — Quote the text that needs to be rendered, what must remain unchanged? What absolutely cannot appear?
Two additional rules: Enclose the text in the image with quotation marks; when photorealistic realism is desired, explicitly use the term "photorealistic". Generic style tags like "8K, ultra-detailed, masterpiece" are remnants of early diffusion models — GPT Image 2 will basically ignore them. So, it's a better choice to allocate this part of the prompt budget to lighting, composition, and constraints.
Prompt Examples for Various Scenarios
1. Typography and Font Design
This is GPT Image 2's ace ability. All previous image models had flaws in text rendering — incomplete character shapes, incorrect spacing, non-Latin text turning into gibberish. GPT Image 2's rendering of typesetting is comparable to what a designer would create in InDesign.
Minimalist Typography Poster
Create a premium minimal poster for a design conference. Use the exact headline "Future Type Lab" in large clean sans-serif typography, the subtitle "Letters, Layouts, and AI Systems" below it, crisp alignment, generous spacing, black text on warm white paper, a subtle embossed texture, and a single abstract geometric shape behind the title without covering any words.Coffee Packaging Label
Design a realistic matte coffee bag standing on a stone counter with a readable front label. The label should say "North Peak Coffee" as the brand, "Single Origin Ethiopia" as the product line, and "Notes: citrus, honey, jasmine" in smaller text. Use premium packaging photography, soft morning light, accurate label hierarchy, and keep all text straight and legible.Restaurant Menu Board
Create a cozy cafe menu board photographed behind a counter. The board should have three clear sections titled "Espresso", "Tea", and "Bakery", with neat short item names under each section. Use hand-lettered but readable white text on a dark green board, warm pendant lighting, shallow depth of field, and keep every section title spelled correctly.Magazine Cover with Multi-Level Titles
Create a realistic editorial magazine cover about future workspace design. The masthead should read "WORKFLOW" at the top, the main cover line should read "The New Creative Desk", and three smaller blurbs should read "Lighting", "Focus", and "Tools". Use a clean portrait of a modern desk setup, readable magazine typography, accurate hierarchy, and no misspelled filler text.Cinematic 3D Text
"EXPLORE" in giant 3D-text placed across a sea bridge, with striking cinematic lighting, photorealistic ocean and rock textures, golden hour backlight, and dramatic shadows.Multilingual Text Poster (Japanese + English)
A 1960s Japanese National Railways travel poster style. Bold kanji heading "京都の秋" centered, English subtitle "Autumn in Kyoto" below, a vermilion temple pagoda surrounded by crimson maple leaves, woodblock print texture, warm vintage paper tone, clean typography hierarchy with both scripts perfectly legible.Text Prompt Techniques:
- Enclose the text that needs to be rendered exactly with straight quotes — the model will treat the string inside the quotes as the target for exact rendering.
- For brand names or uncommon spellings, spell them out letter by letter.
- Keep single-line text to a maximum of 6 words. Specify font color and style clearly.
- Add constraints at the end: "verbatim, perfectly legible, no extra text, no duplicate text".
- For very small text (such as dials, fine print), keep each item to a maximum of 15 characters.
2. Cinematic Scenes
GPT Image 2 understands lens language, light ratios, and scene design. Describe the physical properties of light, not just the visual effects.
Neon Rainy Night Street
Create a cinematic night scene of a lone courier crossing a rain-soaked street in a dense futuristic city. Use wet asphalt reflections, neon signage glow, a 35mm film look, volumetric mist, teal and amber color contrast, low camera angle, dramatic backlighting, and a sense of quiet motion without making the scene look chaotic.Desert Observatory at Dawn
Generate a wide cinematic shot of a research observatory in a silent desert at dawn. Show a small team preparing equipment near a white dome structure, warm sunrise light hitting red sand, long shadows, realistic atmospheric haze, a restrained color palette, and a composition that feels like a science-fiction film still.Quiet Train Window
Generate a cinematic portrait-oriented scene of a traveler sitting beside a train window at sunrise. Reflections of passing fields appear in the glass, soft golden light touches the seat fabric, the mood is thoughtful and calm, the framing is intimate, and the image should look like a still from an independent film.Sci-Fi Control Room
Create a cinematic control room scene with a practical sci-fi console, translucent display panels, and an engineer studying a live system map. Use believable production design, soft blue screen light on the face, dark background depth, precise reflections, and a grounded near-future aesthetic.Mountain Rescue at Blue Hour
Create a dramatic mountain rescue scene at blue hour. Show a helicopter spotlight sweeping across a snowy ridge, two rescuers in bright technical jackets, wind-blown snow, realistic scale, high contrast lighting, a telephoto lens feel, and a serious documentary film style rather than fantasy action.3. Product Photography
Suitable for main visual images, e-commerce creativity, packaging concepts, and high-end advertising visuals.
Serum Product Main Visual
Create a premium skincare product photo of a frosted glass serum bottle on a pale stone platform. Use soft diffused studio lighting, subtle water droplets, botanical shadows on the background, clean negative space, realistic reflections, and an upscale beauty brand look suitable for a landing page hero image.Running Shoe Advertisement
Generate a dynamic product photography shot of a lightweight running shoe suspended above a textured track surface. Add small dust particles, crisp side lighting, sharp material detail, a deep blue background, realistic shadow contact, and a polished sports campaign style without adding logos or brand names.Headphone Detail Close-Up
Create a close-up commercial product photo of wireless over-ear headphones resting on a brushed metal surface. Emphasize fabric texture, hinge detail, soft rim lighting, premium black and graphite tones, realistic reflections, and a composition that leaves clean space for web copy on the right.Chocolate Packaging Combo
Create a premium product arrangement of three artisan chocolate bars in textured paper sleeves on a marble surface. Use readable but fictional package names, warm side lighting, small cacao nibs as props, careful alignment, realistic packaging folds, and a refined editorial food photography style.E-commerce White Background Image
A stainless steel water bottle, isolated on pure white background, no shadows extending beyond product base, studio lighting, 3/4 angle, sharp product edges, realistic condensation droplets. E-commerce product photography style, no logos, no watermarks.4. UI/UX and App Prototypes
GPT Image 2 can generate screenshot-level app prototypes with clear and readable label text, correct UI hierarchy, and realistic spacing.
Finance App Dashboard
Create a realistic mobile finance app dashboard screenshot. Include a balance card, spending chart, three transaction rows, and a bottom navigation bar. Use readable labels such as "Overview", "Budget", and "Savings", a calm white and blue interface, clean spacing, rounded cards, and a polished SaaS product design style.Travel Planner Onboarding Screen
Design a mobile onboarding screen for a travel planner app. Show the headline "Plan smarter trips", a simple destination card, a map preview, a primary button labeled "Start planning", soft sky colors, readable UI text, consistent margins, and screenshot-like realism without browser chrome.Data Analysis Web App
Create a desktop web app analytics dashboard for a subscription product. Include a left sidebar, top filter bar, revenue line chart, conversion funnel card, retention table, and readable labels. Use a restrained professional color palette, dense but scannable layout, and high-fidelity product screenshot styling.AI Writing Tool Landing Page
Create a clean web landing page mockup for an AI writing tool. Include a hero headline, short subheading, two call-to-action buttons, a prompt editor preview, and three feature cards. Use readable text, modern SaaS spacing, subtle shadows, and a credible product marketing layout.Efficiency App with AI Assistant
A modern smartphone with dynamic island, light mode, soft blue accents, soft drop shadows. Header: small circular photo, greeting "Good morning, Alex ☀️", subtitle "Let's make today productive.", notification bell with red dot. Hero card: "TODAY'S FOCUS — Launch marketing campaign", circular progress ring at 75%. Up Next section with one item. Reminders section with two items. Bottom: pill-shaped AI input field "Ask your AI assistant..." and 4-tab navigation bar (Home, Tasks, Assistant, Profile).UI Prompt Techniques:
- Clearly specify the UI hierarchy: "Top navigation with 4 icons, below that a search bar reading 'Search recipes...'".
- Vague prompts will produce meaningless generic results. Clearly write out element positions: "logo top-right, headline centered, CTA bottom-left."
- Iterative optimization is better than getting it right in one go: First round for layout, second round for color, third round for copy.
5. Portrait and Photography
GPT Image 2 can handle identity-sensitive image editing, generating portraits that avoid the plastic feel and over-skin retouching effects common in previous models.
Entrepreneur Portrait (Editorial Style)
Create a realistic editorial portrait of a startup founder in a quiet studio office. Use natural window light, a navy blazer, relaxed confident expression, clean background shelves, shallow depth of field, sharp eye detail, and a professional magazine interview style.Fashion Studio Portrait
Create a high-fashion studio portrait of a model wearing a structured cream jacket and silver accessories. Use a smooth gray backdrop, directional softbox lighting, precise shadows, elegant posture, detailed fabric texture, and a refined editorial campaign mood.Golden Hour Outdoors
Generate a natural outdoor portrait of a creative professional standing on a quiet city rooftop at golden hour. Use warm rim light, soft wind in the hair, realistic clothing folds, an urban skyline blurred in the background, and a composed lifestyle photography style.Cinematic Character Study
A highly detailed, cinematic portrait of a young woman with dark hair in an updo, wearing a futuristic black trench coat with silver metallic accents, tactical belts, and a holstered sci-fi pistol. She has a serious, focused expression and is interacting with a glowing blue holographic display. The scene is inside a spaceship command center with cool blue lighting. Through a large window, a starry space environment with a fleet of spaceships is visible. Photorealistic textures, dramatic lighting, high-tech sci-fi aesthetic.Musician Album Portrait
Create a moody portrait of an independent musician sitting beside a vintage keyboard in a small recording room. Use low warm light, soft film grain, rich shadows, relaxed posture, detailed hands and instrument keys, and an intimate album press photo aesthetic.Realism Tips: Avoid using terms like "perfect skin", "flawless", "professional retouching" — they produce generic AI portrait effects. Replace them with real photography language: "visible pores", "fine lines", "asymmetry", "available light", "no heavy retouching".
6. Infographics and Educational Visuals
3D Evolution Infographic
A 3D stone staircase ascending from left to right, each step carved with a different technological era label: "Stone Tools" → "Bronze" → "Iron" → "Steam" → "Electricity" → "Computing" → "AI". Ancient artifacts on lower steps, microchips and holograms on upper steps. Isometric view, warm museum lighting, realistic stone texture, clean readable labels.Hand-Drawn City Food Map
An illustrated tourist map of Osaka's food districts. Hand-drawn watercolor style, neighborhood boundaries in thin ink lines, iconic dishes illustrated at their famous locations (takoyaki in Dotonbori, kushikatsu in Shinsekai), compass rose in the corner, readable bilingual labels in Japanese and English, vintage map aesthetic with warm cream paper.Before and After Comparison
A split-screen comparison: left side shows a dated 1990s living room with floral wallpaper and heavy curtains; right side shows the same room renovated with minimalist Scandinavian design, light oak floors, and floor-to-ceiling windows. Keep room dimensions, camera angle, and lighting direction identical on both sides. Architectural before/after photography style.Physics Formula Reference Sheet
A clean physics reference sheet on dark chalkboard background. Title "Snell's Law & Refraction" in bold serif at top. Three diagrams: incident ray refracting through water surface, prism dispersion with rainbow spectrum, and total internal reflection in optical fiber. Each diagram has proper Greek notation (θᵢ = θᵣ, n = c/v), labeled angles, and a one-line caption. Footer reads "Geometric Optics — Principles". Hand-drawn chalk diagram aesthetic with crisp white lines.Infographic Notes: Never trust the numbers in the image. GPT Image 2 will fabricate statistics and data points. Use it to generate visual structure and layout, then add the final data labels in Figma or Canva. Keep data points to 5–7 at most — beyond this, labels will start to overlap.
7. Character Design and Consistency
Character Reference Sheet (Five Views)
A professional character reference sheet showing the same female warrior in five views: front, three-quarter, side profile, back, and action pose. Red-haired woman, age 25, green jacket, round glasses, short practical haircut. Consistent facial features, outfit details, and proportions across all views. Clean studio lighting, neutral gray background, character design sheet format with annotation lines for height.Multi-Panel Comic Consistency
A 4-panel vertical comic strip featuring a red-haired woman in a green jacket. Panel 1: She discovers a mysterious glowing package on her doorstep (wide shot, afternoon light). Panel 2: Close-up of her hesitant expression as she reaches for it. Panel 3: She opens it — a burst of golden light illuminates her face. Panel 4: She holds up a small floating crystal, expression shifting from shock to wonder. Keep character identical across all panels: same face, same hairstyle, same green jacket, same round glasses. Comic book illustration style, clean ink lines, flat colors.Consistency Rule: Use the exact same character description across prompts, copy and paste verbatim. In multiple rounds of iteration, always restate identity information: "same face, same outfit, same lighting — only change the background." The model won't remember what you cared about two rounds ago; you must tell it repeatedly.
8. Gaming and Entertainment Screenshots
Mythical Battle Scene
A hyper-realistic epic fantasy digital painting of Sun Wukong, the Monkey King, in mid-combat, wearing ornate golden and red armor with long red headpiece feathers. He fiercely strikes down armored celestial soldiers using a glowing golden staff. The dynamic scene features flying sparks, shattered debris, and flowing fabric. The background is a heavenly realm with ornate pillars and clouds, showing distant warriors on grand staircases. Cinematic lighting, intense action, and dramatic particle effects.Anime Martial Arts Duel
A dynamic anime-style illustration of two martial artists clashing mid-air in a bamboo forest at sunset. Motion blur on flowing fabric and hair, impact shockwave radiating outward, warm orange and cool blue color contrast, painted background with depth, 2D animation keyframe aesthetic.Isometric RPG Town
An isometric view of a medieval fantasy town square at dusk. Cobblestone plaza with a central fountain, timber-framed buildings with glowing windows, market stalls with fabric awnings, tiny NPC figures going about their day. Warm lantern light, soft shadows, game asset concept art style, 3/4 isometric perspective, rich environmental detail.VR Headset Exploded View
An exploded view technical poster of a VR headset. All components — lenses, display panels, sensors, straps, circuit boards, outer shell — floating in precise alignment with thin connecting lines showing assembly order. Each part labeled with small clean sans-serif text. Dark technical background, studio lighting, product design presentation style. No brand logos.9. Image Editing and Style Transfer
Logo Variant Grid
Transform this logo into a grid of minimalist logo variations using the main subject as the core icon. Create 16–20 unique vector-style logo marks. Each variation should reinterpret the same subject in different ways. Arrange evenly on a light background. Keep designs clean, modern, with balanced spacing. Maintain consistency while exploring creative variations.Character Growth Sequence
Show the evolution of a character from child to elder in 6 stages, left to right. Same person, consistent facial structure and identifying features across all ages. Each stage in a different season of life, matching environment and lighting. Photo-realistic, consistent lighting direction, seamless aging progression.Object Transformation Sequence
A horizontal sequence of 5 images showing a raw wooden log transforming into a finished acoustic guitar. Stage 1: Raw log. Stage 2: Rough-cut body shape. Stage 3: Sanded and assembled body. Stage 4: Stained and lacquered. Stage 5: Finished guitar with strings. Consistent lighting, same angle, same distance, workshop background.Editing Workflow Rule: When editing, declare both what to change and what to keep at the same time. Use phrasing like: "keep [X, Y, Z] identical + change only [A] + repeat the invariant list." This can greatly reduce drift in unspecified elements.
10. Marketing and Brand Creativity
E-commerce Hero Poster (Skincare)
A high-end e-commerce hero poster for a ceramide repair serum. Style: Clean, light luxury, strong product focus. Center: frosted glass bottle with droplet reflections. Background: off-white to warm gray gradient with subtle molecular structure decorations. Include clearly readable copy: product name, tagline "Barrier repair, soothe redness, radiant skin", formula generation, key ingredients (ceramide, panthenol B5, centella asiatica), suitable skin types (sensitive, sleep-deprived, seasonal-instability skin), limited-time price, and gift bundle details. Fine print: "Individual results may vary, use consistently." Overall must be high-end, not tacky.Instagram Carousel Ad
Generate 4 coherent Instagram panels for a sustainable sneaker brand launch. Panel 1: Hero product shot on natural linen. Panel 2: Close-up of recycled material texture. Panel 3: Lifestyle shot — runner on coastal trail, golden hour. Panel 4: Launch details card with date, price, and CTA. Consistent warm neutral palette, same brand aesthetic across all panels, clean negative space for text overlays. No brand logos — leave space for compositing.Late-Night Electronic Music Party Flyer
Generate a modern event flyer for a late-night electronic music show. The main title must read "MIDNIGHT SIGNAL" in bold condensed lettering, with "Friday 11 PM" and "Warehouse Room 4" as smaller supporting text. Use electric blue and white type on a dark charcoal background, high contrast, clear margins, and a realistic printed flyer texture.Branding Advice: When delivering branding designs to clients, first generate layouts without logos (leave space in the correct position), then composite the actual logo SVGs in Figma or Photoshop. This is an uncompromising process for production-level branding designs — AI-generated brand logos may have intellectual property issues.
Common Mistakes
1. Piling on adjectives instead of stating visual facts.
For example, "Beautiful, stunning, gorgeous sunset" gives the model no useful information.
The correct way is to give the model materials it can plan with, like "Golden hour, 85mm lens, warm rim light, cirrus clouds at 30% coverage".
2. Losing invariant constraints in iterations.
In multi-round conversations for optimization, always restate which parts must remain unchanged: "same face, same outfit, same lighting — only change the background." Otherwise, the model will think all elements can be changed at will.
3. Omitting composition instructions.
A "close-up" and "wide-angle" of the same subject are completely different images. Always specify angle, distance, and framing clearly.
4. Forgetting negative constraints.
Without "no watermark, no extra people, no logo drift" at the end of the prompt, the model will improvise in directions you don't need.
It has to be said that even with "no watermark" prompts, some platforms will still have watermarks.
5. Using Midjourney-style keyword stacking.
While comma-separated keyword chain prompts can be used, they don't leverage GPT Image 2's strengths. The model understands conversational descriptions far better than keyword lists, so using natural language for prompts is better.
6. Requesting exact counts.
Requests like "Generate exactly 47 trees" are likely to fail. Qualitative descriptions might be better, like "a dense forest", "a small group of", and if quantity is really important, adjust manually in post-processing. In other words, for generation scenarios requiring exact counts, it may not be possible to get it right in one go and professional tools may be needed for adjustments.
Professional Workflow
- Start with medium quality, 1024×1024 square canvases.
Generate two calibration prompts to confirm the effect, then switch to high quality and non-square aspect ratios for the final output.
- Iterate rather than get it right in one go.
First round: Determine composition and subject.
Second round: Adjust lighting or atmosphere.
Third round: Refine a detail or add text.
- Prioritize editing over regenerating.
When modifications are needed, edit the existing image with natural language instructions instead of generating from scratch. Regeneration is the biggest cause of brand style drift in production work.
- Composite the final output.
Generate layout compositions without logos or data first, then composite the actual materials in Figma or Photoshop. This is the standard workflow for almost all client delivery-level branding or data visuals.
- Short prompts vs Long prompts.
Short prompts (under 30 words) are suitable for situations with a clear concept where you want the model to be creative.
Long structured prompts (the six elements of a prompt) are suitable for situations requiring precise composition, specified lighting, or exact typesetting.
Optimal range: 30–60 words. Fewer than 15 words result in unpredictable outcomes, and more than 80 words start to be ignored.
- GPT Image 2 remembers the previous generation result in the same conversation.
You can optimize with brief follow-up messages: "warm up the sky", "move the cup to the left third", "make her expression more relaxed".
The model will make targeted adjustments based on the original, rather than starting from scratch.
References
- GPT Image 2 Prompt Library — Categorized ready-to-use prompts (typography, cinematic scenes, product photography, UI, portraits)
- Awesome GPT Image 2 Prompts (GitHub) — 1123+ curated prompts, open source, community-built
- ZeroLu/awesome-gpt-image (GitHub) — Top GPT Image v2 prompts from X creators, 7 categories
- Anil-matcha/Awesome-GPT-Image-2-API-Prompts — Prompt collection for
gpt-image-2API - GPT Image 2 Prompts: What I Learned from 8 Real Tests — Fotor — Real-world tests across product, UI, infographics, and portrait scenarios
- ChatGPT Images 2.0: Honest Guide + 25 Prompts — Promptolis — In-depth review including known flaws, multi-model comparison, and safety considerations
- 30+ Best GPT Image 2 Prompts — SeaArt — 30+ ready-to-use prompts, including the six-element formula and iterative workflow
- GPT Image 2: 10 Prompts That Show Off OpenAI's Newest Image Model — DeepDreamGenerator — 5 prompt principles, including portfolio-level examples
- How to Use GPT Image 2: 12 Hands-On Examples — cuty.ai — A practical guide following OpenAI's recommended prompt structure
- GPT Image 2 Prompts: 10 Templates That Actually Work — Nemovideo — 10 replicable templates arranged by usage scenario
- GPT Image 2 Prompting Guide + 70 Prompts — Imagine.art — Six core elements + 70 ready-to-use prompts
- How to Get the Most Out of ChatGPT Images 2.0 — INCRYPTED — 10 prompts covering logo design, character consistency, and 3D text
- r/gptimage2 — GPT Image 2 Reddit discussion community
- r/ChatGPT — I created a GitHub Repo with top GPT Image v2 prompts — Community discussion post
