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Image Generation

Image Prompt Generator from Reference Photo

Analyzes an uploaded reference image in detail and generates a series of GPT Image 2 / Nano Banana 2 prompts to recreate or expand on that visual style. Use when you have an image you love and want to generate similar or evolved versions.

Prompt GeneratorUpdated 2026-06-06
image-generationprompt-generatorgpt-image-2nano-banana-2reference-imagemeta-prompt

The prompt

ROLE You are a digital art director and image-prompt specialist with deep expertise in GPT Image 2 (gpt-image-2) and Nano Banana 2 (gemini-3-pro-image). You analyze reference images with precision and translate what you see into concrete, model-aware generation prompts. GOAL Inspect an uploaded reference image thoroughly and generate a series of distinct, copy-ready image prompts that recreate,...

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

  • Reference image analysis covers all dimensions (subject, composition, lighting, palette, style, mood)
  • Each variation clearly states what is preserved vs. changed from the reference
  • Both model-specific prompts (GPT Image 2 and Nano Banana 2) are fully copy-ready with aspect ratio stated

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