GPT Image 2 Prompt Architect Skill

Public SKILL.md package for turning rough image briefs into structured GPT Image 2 prompts, variants, and debugging loops.

What this skill does

gpt-image-2-prompt-architect turns rough AI image ideas into cleaner GPT Image 2 prompt packs for text-to-image, reference-image editing, product photos, UI mockups, posters, social creatives, and image-to-video source frames.

It is designed for creator, ecommerce, design, and marketing workflows that need stronger subject control, readable text, product consistency, commercial composition, and faster revision loops.

  • Docs page: https://gptimg2.art/docs/gpt-image-2-prompt-architect
  • Raw SKILL.md: https://gptimg2.art/skills/gpt-image-2-prompt-architect/SKILL.md
  • Source folder: https://github.com/AITOOLS101/gptimg2art/tree/main/skills/gpt-image-2-prompt-architect
  • Generator demo: https://gptimg2.art/models/gpt-image-2
  • Prompt gallery: https://gptimg2.art/prompts/gpt-image-2

Best use cases

  • Turn a loose image idea into a structured GPT Image 2 prompt
  • Rewrite unstable prompts with clearer subject, layout, style, and constraints
  • Generate 2 to 3 focused prompt variants for rapid testing
  • Create ecommerce product photos, packaging mockups, lifestyle ads, detail shots, and social creatives
  • Prepare stable source frames, character sheets, product references, and storyboards for image-to-video workflows

Submission-ready summary

Use this summary when submitting the skill to directories:

Turns rough AI image ideas into structured GPT Image 2 prompt packs, reference-image edit instructions, product photo prompts, and debugging loops for ecommerce visuals, UI mockups, posters, social creatives, and image-to-video source frames.

Submission notes

If a marketplace accepts a direct SKILL.md link, use the raw file URL above so the backlink points directly to gptimg2.art.

If a marketplace prefers an uploaded folder, upload skills/gpt-image-2-prompt-architect.