I built a tool that takes a product image and generates photography prompts for placing the same subject into new visual contexts (studio, lifestyle, nature, UGC).

Instead of reverse-engineering or describing the original image, the prompts are meant to be used together with the original image in Gemini. This way the generated result preserves the exact product while re-imagining only the surrounding scene.

Key distinction:

Most image-to-prompt tools try to recreate or describe the input image. This tool assumes the original image is always provided to the model, and focuses only on generating scene and context prompts so the subject stays identical.

Why Gemini:

Gemini allows combining an input image with a textual prompt, which makes this workflow reliable for keeping the same product while changing environments.

Typical uses include quickly exploring lifestyle or studio photography concepts for products without doing a full photoshoot.

Link: https://imagetransformprompt.com/