Awesome GPT Image 2 Prompts: 12 Structured Examples for UI, Product, and Infographic Work
A curated set of awesome GPT Image 2 prompts with matching images for UI mockups, product pages, posters, diagrams, character sheets, and infographics.
The best GPT Image 2 prompts are rarely short style tags. They work because they describe a real artifact: a landing page, a product detail page, a brand sheet, a diagram, a slide, a technical poster, or a multi-panel character reference.
That is the useful pattern behind this collection of awesome GPT Image 2 prompts. Each example below starts with a specific output format, then locks down composition, typography, visual hierarchy, subject matter, and production details. The matching images are selected from the open awesome-gptimage2-prompts GitHub repository, with an emphasis on prompts that are structured enough to reuse, not just outputs that look good.
Use these as copy-ready starting points. Replace the bracketed placeholders, keep the structural instructions, and run the prompt through GPT Image 2 when you need text-aware layout, product mockups, diagrams, or reviewable creative assets.
What makes these prompts worth saving
A strong GPT Image 2 prompt usually does four things:
- names the artifact type before the style
- describes the layout in panels, rows, sections, or hierarchy
- gives the model specific text zones, labels, or UI elements
- sets visual constraints such as aspect ratio, palette, lighting, and material
That is why this list leans toward structured prompts instead of loose aesthetic prompts. They are better for production workflows because you can judge the output against clear requirements.
1. SaaS homepage with prompt-input hero
This prompt is a good first test for interface-aware generation. It asks for a full landing page, not just an abstract UI moodboard.
Modern SaaS website homepage, Figma-style layout, clean navigation bar, hero section with floating prompt input UI, rounded card, soft shadow, minimal design.
Background filled with colorful creative design boards, portfolio layouts, typography posters, and UI mockups in a neat grid composition. Centered composition, elegant spacing, premium UI design, soft lighting, subtle depth, product landing page, ultra clean.
Use this structure when the goal is a product landing page concept rather than a single decorative hero.
2. Dark-mode case-study landing page
This one works because it separates the page into hero, metrics, strategy, and visual proof. GPT Image 2 tends to behave better when the UI has a named content system.
{
"type": "UI/UX landing page mockup",
"theme": "dark mode, sleek modern aesthetic, glassmorphism, neon purple and blue glowing accents",
"header": {
"logo": "goViralX",
"top_right_tag": "VIRAL CAMPAIGN CASE STUDY"
},
"layout": {
"sections": [
{
"name": "Hero",
"headline": "How We Created 10M+ Viral Impact",
"subheadline": "3-day campaign momentum, built for brand growth",
"stats_row": {
"count": 4,
"labels": ["Total views", "Engagement rate", "Qualified leads", "Execution window"],
"values": ["10,240,000+", "18.7%", "3,200+", "72 hours"]
},
"visual": "cinematic person in a hoodie looking at glowing digital screens and graphs, large play button overlay"
},
{
"name": "Strategy",
"title": "Our 3-Day Execution Strategy",
"layout": "three glass cards with icons, arrows, and short labels"
}
]
}
}
Structured page sections make the result easier to review than a vague dark UI prompt.
3. Luxury skincare product page
Product-page prompts need specific commerce details: price, rating, benefits, packshot, payment note, and page structure.
{
"type": "e-commerce skincare product page mockup",
"brand": {
"name": "GLOW.",
"style": "minimal luxury skincare branding"
},
"product": {
"name": "Hyaluronic Acid Serum",
"category": "serum",
"price": "$36.00",
"rating": { "stars": 5, "score": "4.8", "reviews": "(1200 reviews)" },
"badge": "BESTSELLER",
"description": "A lightweight, fast-absorbing serum that delivers intense hydration, visibly plumps, and helps smooth the look of fine lines.",
"size": "30ml / 1 fl oz",
"payment_note": "Pay in 4 interest-free payments of $9.00",
"benefits": ["Deep Hydration", "Plumps + Smooths", "Fragrance Free"],
"shipping_note": "Free shipping on orders over $50"
},
"visual": {
"primary_packshot": "clear glass dropper bottle with white cap and white label on a warm beige surface",
"lighting": "soft premium studio lighting, clean skincare ad shadows"
}
}
Best for product-page ideation where packshot, price, benefits, and UI hierarchy all matter.
4. 18-panel mascot brand identity sheet
This is one of the most reusable prompt shapes in the set. The prompt defines an entire brand document, then breaks the sheet into repeatable panels.
{
"type": "18-panel brand identity and character design document",
"brand": {
"name": "MUYANG TEA",
"industry": "tea shop",
"colors": ["yellow", "green", "white", "brown", "dark green"]
},
"subject": "3D rendered cute Shiba Inu mascot wearing a green apron",
"layout": {
"grid": "3 columns by 6 rows",
"sections": [
{ "title": "01 Brand DNA Analysis", "elements": ["logo", "5 color swatches", "6 icons", "target audience charts"] },
{ "title": "02 Concept Moodboard", "elements": ["5 photo references", "4 mood icons", "design equation"] },
{ "title": "03 Form Study", "elements": ["logo anatomy", "evolution steps", "silhouette tests"] },
{ "title": "04 Mascot Turnaround", "elements": ["front view", "side view", "back view", "expression samples"] },
{ "title": "05 Applications", "elements": ["cup design", "bag design", "social avatar", "store sign"] }
]
}
}
A strong pattern for brand kits, character systems, and concept presentations.
5. Luxury watch technical specification poster
For product-spec images, the prompt should behave like a design brief. Name the product, then define materials, anatomy, labels, and layout.
{
"type": "luxury watch product specification poster",
"brand": {
"name": "CENDRE MINUIT",
"tagline": "MANUFACTURE",
"monogram": "CM"
},
"subject": {
"product": "dress wristwatch",
"case": {
"diameter": "38mm",
"material": "rose gold",
"finish": "high-polish warm rose gold tone",
"shape": "round ultra-thin case with elegant curved lugs",
"crown": "fluted crown with engraved monogram"
},
"dial": {
"color": "charcoal black",
"style": "minimalist sector-textured dial",
"markers": "slim baton indices with Arabic numerals at 12, 3, and 9",
"hands": "leaf-shaped rose gold hour and minute hands",
"subdials": "small seconds at 6 o'clock"
},
"strap": "black alligator leather"
},
"layout": "premium technical poster with callout lines, close-up details, specification table, and luxury editorial spacing"
}
Use this for watches, electronics, tools, or any product that benefits from labeled details.
6. Food lifecycle infographic
This prompt is valuable because it forbids a simple collage and asks for one continuous subject sliced through time.
An educational infographic themed "Life of Garlic."
The image must feature a single complete food item, using horizontal slicing to show the changes of the same food at different time stages, rather than a collage of multiple different items.
The main food body maintains structural continuity and consistent shape, presenting different levels of maturity in different slice areas, like time being sliced open.
Vertical 3:4 ratio. Center the main subject and divide it into 4-6 segments:
Immature -> Mature -> Overripe -> Spoiled.
Each segment should show real visual changes: color changes, texture changes, sprouting, moisture, mold, shrinking, and decay. Add compact labels for stage name, appearance characteristics, internal changes, and suggested use.
The key instruction is continuity: one object changing through time, not separate examples.
7. New Chinese aesthetic style chart
This prompt shows how to make GPT Image 2 handle a cultural style board with named sections, cards, palette, and visual motifs.
{
"type": "Chinese aesthetic infographic poster",
"topic": "New Chinese Aesthetic Style Map",
"style": "elegant new Chinese style, refined editorial infographic, luxury cultural branding board",
"canvas": {
"orientation": "portrait",
"background": "warm ivory paper texture with subtle grain",
"palette": ["ivory", "ink black", "dark forest green", "muted jade", "gold", "terracotta red", "soft beige"]
},
"header": {
"title": "新中式美学风格图谱",
"subtitle": "Modern expression of Eastern aesthetics for commercial communication",
"decorations": "ink bamboo branch, muted red sun disc, cranes, cloud-line motifs, small red seal stamp"
},
"layout": {
"structure": "6 rounded-rectangle cards arranged in 2 rows by 3 columns",
"sections": [
"Guochao brand style",
"New Chinese fashion",
"Tea and fragrance packaging",
"Architecture and home",
"Cultural tourism poster",
"Modern editorial layout"
]
}
}
Style maps work better when the prompt defines card count, cultural motifs, and palette together.
8. Anime character blueprint sheet
For character consistency, ask for a sheet in one canvas. Do not generate each view separately unless you want identity drift.
{
"type": "character design blueprint sheet",
"style": "technical concept art, black blueprint background with faint square grid, thin white line art, minimalist monochrome drafting aesthetic",
"subject": {
"category": "anime-inspired male character head turnaround",
"name": "MALE_01",
"age_appearance": "young adult",
"hair": "short spiky layered black hair with sharp jagged strands and dense crown volume",
"eyes": "brown",
"accessories": "small studs in both ears",
"clothing": "high-collar structured jacket with clean angular seams",
"tattoos": ["cross on right cheek", "floral tattoo climbing the left side of the neck"]
},
"layout": {
"orientation": "portrait sheet",
"sections": [
"large front-view portrait",
"side-view head",
"back-view head",
"expression studies",
"hair silhouette notes",
"callout labels and measurement lines"
]
}
}
A single-canvas sheet is the safer prompt pattern for turnarounds and expression studies.
9. Tokusatsu hero reference sheet
This is the same consistency idea, but for a more complex armored character with product-design details.
{
"type": "Japanese tokusatsu hero design reference sheet",
"style": "high-end industrial concept art, premium sci-fi character dossier, clean white studio presentation board, realistic CG rendering",
"subject": {
"character_name": "重甲機士 カブライザー",
"theme": "armored insect-inspired motorcycle hero based on a rhinoceros beetle motif",
"color_scheme": {
"primary": "deep metallic crimson",
"secondary": "black carbon fiber bodysuit",
"accent": "cyan glowing lines and lenses",
"metal": "gunmetal and silver"
},
"helmet": "sleek armored helmet with upward-curving rhinoceros beetle horn, segmented faceplate, cyan compound-eye visor",
"body_armor": "heavy layered chest, shoulder, forearm, thigh, shin, and knee armor with angular paneling, vents, scratches, and glow lines"
},
"layout": "front pose, side pose, back pose, helmet close-up, weapon details, transformation belt, material callouts"
}
The prompt gives the model a dossier format, which is more controllable than a single action pose.
10. Four-panel promotional thumbnail collage
Ad-grid prompts need panel-level instructions. This one defines the grid first, then gives each quadrant a job.
{
"type": "Japanese promotional social media thumbnail collage",
"style": "high-impact click-through ad design, glossy and dramatic, four-panel square layout, bold typography, saturated colors, glow effects, sparkles, gradient overlays",
"canvas": {
"aspect_ratio": "1:1",
"size": "square"
},
"layout": {
"grid": "2x2",
"panels": [
{
"position": "top-left",
"theme": "anxiety and self-doubt",
"background": "soft pink and white lifestyle scene with bokeh",
"subject": "worried young woman in cozy white knit sweater",
"text_blocks": ["Do not miss this", "99% get this wrong", "How to face that worry"]
},
{
"position": "top-right",
"theme": "turning point",
"background": "bright hopeful gradient",
"subject": "person looking toward light"
},
{
"position": "bottom-left",
"theme": "problem checklist",
"layout": "bold text badges and small icons"
},
{
"position": "bottom-right",
"theme": "solution",
"layout": "large CTA-style headline with glossy highlight"
}
]
}
}
Start with grid geometry, then assign a message and visual role to each panel.
11. Corporate presentation slide
Slide prompts are easier to control when they include page number, title, section labels, and footer rules.
{
"type": "Japanese presentation slide",
"style": "clean corporate infographic, minimal modern editorial layout, high contrast, light gray background with black, white, yellow, and medium gray accents, bold sans-serif typography, precise grid alignment",
"canvas": {
"aspect_ratio": "16:9",
"background_color": "#ececec"
},
"headline": {
"page_number": "05",
"title": "Registration Scope",
"subtitle": "Ownership transfer by sale or gift, plus mortgage registration and cancellation",
"alignment": "center top"
},
"layout": {
"sections": [
{
"title": "Included",
"position": "center-left main panel",
"labels": ["Ownership transfer registration", "Mortgage setting and cancellation"],
"panel_style": "white box with thin black border and yellow header bar"
},
{
"title": "Excluded",
"position": "center-right main panel",
"labels": ["Address change registration", "Will-based registration", "Other general registrations"],
"panel_style": "light gray box with darker header bar"
}
]
}
}
A slide prompt should specify information architecture, not just a visual theme.
12. 3D evolutionary timeline infographic
This prompt is a useful reference for turning a flat diagram into a physical 3D educational graphic.
{
"type": "evolutionary timeline infographic",
"instruction": "Using a flat vector reference as a structural base, transform the design into a highly realistic 3D infographic. Replace smooth ramps with distinct stone steps and upgrade all organisms to photorealistic 3D models.",
"style": {
"background": "vintage textured parchment paper",
"staircase": "realistic textured stone blocks",
"subjects": "highly detailed photorealistic 3D renders"
},
"layout": {
"main_title": "Human Evolution",
"sections": [
{
"position": "left sidebar",
"count": 8,
"labels": [
"L0: single-cell life",
"L1: multicellular organisms",
"L2: animal kingdom",
"L3: chordates",
"L4: land transition",
"L5: mammals",
"L6: hominid evolution",
"L7: homo sapiens"
]
},
{
"position": "top right",
"title": "Gained functions / lost functions",
"description": "small explanatory cards connected to the staircase"
}
]
}
}
The model gets a clearer task when the prompt describes both the old structure and the upgraded render style.
How to adapt these awesome GPT Image 2 prompts
The easiest way to reuse this list is to keep the structure and swap the subject.
For UI and product pages, replace the brand, offer, price, stats, and CTA labels, but keep the section-level layout. For infographics and slides, replace the taxonomy or teaching topic, but keep the grid, panel count, labels, and hierarchy. For character sheets, replace the character attributes, but keep the single-canvas reference-sheet format.
When a prompt starts to fail, do not only add more adjectives. Add more structure:
- ask for a specific artifact type
- define the canvas ratio
- tell the model how many panels or sections to use
- describe what goes into each panel
- include the exact labels that matter
- state what should stay consistent across the image
That is the practical lesson from this awesome GPT Image 2 prompts set. The model is strongest when the prompt behaves like a compact creative brief, not a mood-board caption.
Next step
If you want to test these prompts directly, open GPT Image 2 on WMHub, paste one prompt, and run a first pass. If the first result has the right structure but weak details, keep the same artifact format and tighten only the failing section in your next prompt.
Open GPT Image 2 on WMHub