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Topic added Apr 28, 2025

gpt image 2 prompt library: prompt formula and examples

For “gpt image 2 prompt library”, the prompt should create or edit the image requested by “gpt image 2 prompt library”. Use observable instructions rather than praise words. The working formula is [subject] + [composition] + [lighting] + [materials] + [camera/lens] + [keep/change constraints]. Generate a short test, inspect the failed criterion, and revise only the corresponding variable.

Examples

Example outputs for this workflow

Each page shows one source image and one short sample video so you can quickly check what to expect before running.

Source: openverse_flickr

gpt image 2 prompt library: prompt formula and examples example
Image sample from the web
Video sample from the web
Use a tool

Five workflows for this question

Key takeaways

Quick take

  • For “gpt image 2 prompt library”, the prompt should create or edit the image requested by “gpt image 2 prompt library”.
  • Use the same input to judge message clarity and visual hierarchy.
  • Keep the page noindex until locale, intent, factual evidence, uniqueness, and Tool-link checks pass.

Prompt formula

For “gpt image 2 prompt library”, the prompt should create or edit the image requested by “gpt image 2 prompt library”. Use observable instructions rather than praise words. The working formula is [subject] + [composition] + [lighting] + [materials] + [camera/lens] + [keep/change constraints]. Generate a short test, inspect the failed criterion, and revise only the corresponding variable.

Search focus components: gpt · ␠ · image · ␠ · two · ␠ · prompt · ␠ · library.

Formula: [subject] + [composition] + [lighting] + [materials] + [camera/lens] + [keep/change constraints]

Copyable starting prompts

Prompt 1

Create [the requested subject], tight subject-focused composition, soft window light, realistic material detail, low-angle wide-lens perspective, and preserve the source palette and proportions.

Use example 1 as a starting structure.

Replace the subject, action, setting, and constraints with the real request.

Prompt 2

Create an editorial variation of [the requested subject] with tight subject-focused composition, soft window light, accurate hands and text, and preserve the source palette and proportions.

Use example 2 as a starting structure.

Replace the subject, action, setting, and constraints with the real request.

Prompt 3

Build depth around [the requested subject] using tight subject-focused composition; use low-angle wide-lens perspective, coherent shadows, no duplicated objects, and preserve the source palette and proportions.

Use example 3 as a starting structure.

Replace the subject, action, setting, and constraints with the real request.

How to revise a failed prompt

  1. If the subject changes, strengthen identity/reference constraints.
  2. If motion or composition is wrong, describe one observable action and one camera instruction.
  3. If artifacts appear, simplify the scene and reduce simultaneous changes.
FAQ
What is the first concrete action for “gpt image 2 prompt library”?

Define the exact creative output and its pass condition, then run the smallest representative test with Image To Prompt.

Why are five tools shown?

They cover different input and transformation paths. Choose by the job and capability, not by an unsupported universal ranking.

What information must not be guessed?

Do not guess current prices, credit limits, availability, release dates, live outages, benchmark scores, or product features.