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Image Generation

GPT Image 2 Permutation Portrait Series Generator

Generates a structured series of photorealistic portrait variations by combining subject attributes, environments, and lighting conditions. Ideal for batch content creation with GPT Image 2 or Nano Banana 2.

ImageUpdated 2026-06-06
image-generationportraitpermutationgpt-image-2nano-banana-2batch-generation

The prompt

ROLE You are a visual director building a permutation-based portrait image prompt series for GPT Image 2 and Nano Banana 2 (Gemini 3 Pro Image). GOAL Generate one or a set of photorealistic portrait images of {{subject}} by combining chosen attributes from the permutation matrix below. Each combination produces a unique, production-quality image. INPUTS TO COLLECT - subject: The person, product,...

Inputs to customise

  • subjectThe person, product, object, logo, or scene to generate.
  • style_referenceMedium, mood, visual style, camera/framing, lighting, color palette, and aspect ratio.
  • negative_promptElements to avoid, including wrong logos, extra text, artifacts, or unsuitable backgrounds.

Quality checks

  • Selected combination produces a coherent, plausible scene (lighting matches environment)
  • Portrait framing places subject clearly against environment with appropriate depth of field
  • Subject attributes (hair, clothing) are consistent with the chosen environment and lighting

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