Skip to content

GPT-Image-2 Prompt Patterns

Most image-prompt collections stop at prompt dumping. That leaves three problems:

  1. The prompt is not reusable once the subject or style changes.
  2. The source creator is rarely attributed cleanly.
  3. The page does not help with the real search intent, which is usually how to get a specific result without breaking composition, text, lighting, or layout.

This archive fixes that by converting public prompt examples into attributed derivative patterns. Each page expands the original case into a reusable prompt frame, exposes the main controls, and documents the failure modes that usually waste iterations.

Coverage

47 adapted prompt pages built from public community source cases.

Method

Every page keeps attribution, avoids verbatim prompt reuse, and rewrites the case into an editorial pattern.

Search intent

Built for long-tail creator searches around GPT-Image-2 prompts, image generation styles, and prompt debugging.

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

Prompt controls

Each page breaks out the variables that matter first, so readers can adapt the pattern instead of pasting it blindly.

Failure modes

Common failure paths are explicit, which is usually what searchers need after the first prompt version breaks.

Attribution

Every case keeps a visible path back to the public source repo and the linked creator post.

Derivative reuse

The prompt text is rewritten into an original editorial template, which keeps the archive useful without becoming a raw mirror.