awesome-gpt-image-2-prompts is a GPT Image 2 prompt case library maintained by EvoLinkAI. Its value is not simply that individual prompts are long, but that it breaks down what a generated image needs in detail: subject, composition, material, lighting, lens, typography, reference-image fidelity, and output ratio. Many examples can be adapted directly as commercial visual briefs.
Below, the examples shown on the repository homepage are reorganized by category. Each entry keeps the generated-image link and includes the full original prompt. To see more examples, click the case title or the repository links at the end.
E-commerce Hero Images
Case 151: E-commerce Main Image - Miniature Diorama Skincare Advertisement
Original case / Author: @Strength04_X

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Case 160: E-commerce Main Image - 9-Panel Product TVC Storyboard
Original case / Author: @Magncsans

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Case 163: Burger hero image plus 9-cell ad storyboard
Original case / Author: @Gdgtify

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Advertising Creative
Case 144: Luxury Chronograph Watch Ad
Original case / Author: @AlwaveNazca

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Case 150: Luxury Miniature Dubai City Model
Original case / Author: @silentempiredev

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Case 169: Luxury chocolate campaign system
Original case / Author: @SPEEDAI07

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Portraits and Photography
Case 1: Convenience Store Neon Portrait
Original case / Author: @BubbleBrain

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Case 84: Ink-Etched Family Portrait
Original case / Author: @gdb

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Case 99: Dreamy Underwater Woman With Translucent Fish
Original case / Author: @kotobukigraphic

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Case 100: Monochrome Glitch Profile Portrait
Original case / Author: @Goodmanprotocol

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Case 101: Basketball Boy Motion Sequence
Original case / Author: @Taaruk_

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Case 102: Golden Hour Street Side-Profile Portrait
Original case / Author: @Professor_134

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Posters and Illustration
Case 3: Chengdu Food Map Illustration
Original case / Author: @Panda20230902

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Case 79: Peacock Botanical Vintage Symmetrical Art Print
Original case / Author: @dotey

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Case 174: New York across two centuries cinematic poster
Original case / Author: @Shinning1010

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Case 175: Fitness Boxing Campaign Collage Poster
Original case / Author: @AIwithSynthia

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Character Design
Case 2: Persona5 Character Reference Card
Original case / Author: @iamrednightS

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Case 7: Mecha Girl Sea-City Key Visual
Original case / Author: @old_pgmrs_will

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Case 11: GTA 6 in Bangalore Flower Market
Original case / Author: @ismajc

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UI and Social Media Visuals
Case 1: One-Prompt UI Design Generation
Original case / Author: @austinit

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Case 38: Cyberpunk Neon UI Design System
Original case / Author: @AZLnfvp

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Case 105: Multi-Panel Image Board Template
Original case / Author: @aimikoda

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Case 106: Personal Color Analysis Graphic Board
Original case / Author: @ZaraIrahh

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Case 107: Futuristic Hall Fashion Shot Sequence
Original case / Author: @weiinberg

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Case 108: High-Fashion Beverage Campaign Board
Original case / Author: @SPEEDAI07

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Comparisons and Community Experiments
Case 35: Sam Altman Bear Selfie
Original case / Author: @JustinGorya

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Case 41: Generate an image of the most significant event of 2020
Original case / Author: @Rufus87078959

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Case 68: Naturalist-Style Food Specimen Cross-Section
Original case / Author: @GeekCatX

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Case 69: 视觉品牌拆解图
Original case / Author: @X7649158034321

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Case 70: Apartment Drama Animation Storyboard Sheet
Original case / Author: @CurieuxExplorer

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Common Prompt Patterns
These examples follow several stable patterns:
- Start with the use case: e-commerce hero image, poster, storyboard, reference sheet, UI system, or social media board.
- Then define the subject: product, person, character, city, food, or brand element.
- Next describe the visual structure: center position, foreground/midground/background, grid, aspect ratio, and number of panels.
- Add material and lighting: glass, metal, skin, fabric, smoke, backlight, soft light, and high contrast.
- Finally add constraints: keep reference images consistent, avoid extra objects, specify text, negative prompts, and output ratio.
To reuse these prompts, the easiest approach is not just changing a few nouns, but extracting their structure:
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For example, an e-commerce hero image can use this template:
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References: