Image prompt archive
GPT-Image-2 Prompt Patterns
A full-site archive of adapted GPT-Image-2 prompt patterns based on public community cases, rewritten into reusable templates with controls, failure modes, and attribution.
Coverage
47 adapted prompt patterns across portraits, posters, character sheets, UI mockups, and community benchmark cases.
Method
Every page keeps source attribution but replaces verbatim prompt reuse with a stronger derivative template and editorial guidance.
Reader use
Use the archive to compare renderer behavior, rewrite visual briefs, and pressure-test GPT-Image-2 workflows before relying on an output.
How this archive is curated
Each entry starts from a public image-generation case, then turns the idea into a reusable control model. The page should help a reader understand what to preserve, what to change, what can fail, and where attribution belongs. That makes the archive useful for prompt design, model evaluation, client review, and internal creative QA instead of serving as a gallery of copied examples.
Archive quality gates
| Gate | What the page should help you do | Why it matters |
|---|---|---|
| Source boundary | Understand the public case and attribution before adapting the prompt. | Prevents the archive from becoming a copied-prompt dump. |
| Control model | Pick which subject, camera, layout, identity, or typography controls should change first. | Makes the pattern reusable for a real brief instead of a one-time recreation. |
| Failure review | Reject outputs that break anatomy, text, layout, continuity, attribution, or source context. | Turns prompt browsing into a lightweight evaluation workflow. |
| Commercial readiness | Record the final prompt, model, edits, and rights review before publishing. | Creates a safer path from experiment to client, product, or campaign work. |
Browse by prompt family
Portraits & Photography Reusable portrait and photography prompt patterns for cinematic lighting, believable skin texture, realistic props, and controlled camera behavior. 7 adapted patterns Posters & Illustration Prompt patterns for city posters, travel art, maps, lettering, and illustration systems that need stronger composition and typography discipline. 8 adapted patterns Character Design Prompt patterns for reference sheets, character cards, anime conversions, and design boards that need consistent identity across views. 5 adapted patterns UI & Social Mockups Prompt patterns for interface mockups, screenshots, fake feeds, handwritten notes, and phone-camera captures that must look plausibly captured. 7 adapted patterns Comparison & Community Prompt patterns focused on model comparison, reference-directed editing, text rendering tests, and community-style benchmark experiments. 20 adapted patterns
Featured long-tail prompt pages
Convenience Store Neon Portrait A reusable portraits & photography prompt pattern adapted from the source case "Convenience Store Neon Portrait", expanded with a stronger template, variable controls, failure modes, and attribution. convenience store neon portrait prompt Cinematic Minimal Portrait A reusable portraits & photography prompt pattern adapted from the source case "Cinematic Minimal Portrait", expanded with a stronger template, variable controls, failure modes, and attribution. cinematic minimal portrait prompt Japanese Onsen Ryokan Portrait A reusable portraits & photography prompt pattern adapted from the source case "Japanese Onsen Ryokan Portrait", expanded with a stronger template, variable controls, failure modes, and attribution. japanese onsen ryokan portrait prompt 35mm Flash Editorial Portrait A reusable portraits & photography prompt pattern adapted from the source case "35mm Flash Editorial Portrait", expanded with a stronger template, variable controls, failure modes, and attribution. 35mm flash editorial portrait prompt Mirror Selfie Bedroom Portrait A reusable portraits & photography prompt pattern adapted from the source case "Mirror Selfie Bedroom Portrait", expanded with a stronger template, variable controls, failure modes, and attribution. mirror selfie bedroom portrait prompt Luxury Glam Beauty Portrait A reusable portraits & photography prompt pattern adapted from the source case "Luxury Glam Beauty Portrait", expanded with a stronger template, variable controls, failure modes, and attribution. luxury glam beauty portrait prompt 9:16 Cosplayer Portrait Screenshot A reusable portraits & photography prompt pattern adapted from the source case "9:16 Cosplayer Portrait Screenshot", expanded with a stronger template, variable controls, failure modes, and attribution. 9:16 cosplayer portrait screenshot prompt Boston Spring 2026 City Poster A reusable posters & illustration prompt pattern adapted from the source case "Boston Spring 2026 City Poster", expanded with a stronger template, variable controls, failure modes, and attribution. boston spring 2026 city poster prompt Vintage Amalfi Travel Poster A reusable posters & illustration prompt pattern adapted from the source case "Vintage Amalfi Travel Poster", expanded with a stronger template, variable controls, failure modes, and attribution. vintage amalfi travel poster prompt Chengdu Food Map Illustration A reusable posters & illustration prompt pattern adapted from the source case "Chengdu Food Map Illustration", expanded with a stronger template, variable controls, failure modes, and attribution. chengdu food map illustration prompt Chinese Minimalist S-Shaped Poster A reusable posters & illustration prompt pattern adapted from the source case "Chinese Minimalist S-Shaped Poster", expanded with a stronger template, variable controls, failure modes, and attribution. chinese minimalist s-shaped poster prompt 2026 Spring Guangzhou City Poster A reusable posters & illustration prompt pattern adapted from the source case "2026 Spring Guangzhou City Poster", expanded with a stronger template, variable controls, failure modes, and attribution. 2026 spring guangzhou city poster prompt