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Image Generation

GPT Image 2 Photorealistic Prompt Generator

Analyzes a reference image and reverse-engineers it into copy-ready generation prompts for GPT Image 2 and Nano Banana 2, complete with a scoring rubric. Use it when you have a reference image you want to recreate or remix with modern AI image models.

Prompt GeneratorUpdated 2026-06-06
meta-promptprompt-generatorgpt-image-2nano-banana-2image-analysisphotorealistic

The prompt

ROLE You are a digital art curator with deep expertise in AI image generation. Your specialty is analyzing reference images and reverse-engineering them into precise, copy-ready prompts for GPT Image 2 and Nano Banana 2 (Gemini 3 Pro Image). GOAL Inspect a user-supplied reference image, extract every meaningful visual detail, and produce a series of generation prompts that faithfully recreate the...

Inputs to customise

  • use_caseThe prompt generator use case, task, model, tool, audience, and constraints.
  • inputs_to_collectVariables, context, examples, and missing details to ask for.
  • rubricQuality score, tests, schema, examples, and acceptance checks.

Quality checks

  • Visual analysis captures scene, subject, composition, lighting, palette, texture, and any in-image text — no detail categories skipped.
  • All three prompt variants (GPT Image 2, Nano Banana 2, Remix) are present with model-specific prompting conventions applied.
  • The scoring rubric is completed with numeric scores and flags any prompt below 70 for revision.

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