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AI Image PromptingChapter 4. Beyond text-to-image prompting

The Image-to-prompt-to-image technique

The Image-to-prompt-to-image technique

The Image-to-prompt-to-image technique

Ever found an image so mesmerizing you wished you could recreate it—or at least generate something similar with an AI tool? That’s where the “image to prompt to image” method comes in. Think of it as a creative loop: you take an image, break it down into words (a prompt), and then regenerate a new image using that description. It’s not just about copying; it’s about understanding what makes an image compelling and using that to guide new visual ideas.

This guide will walk you through the process—from converting an image into a structured prompt, to customizing that prompt for different outcomes. Ready to take the next step on your visual storytelling journey? Let’s get started.

Converting an Image to a Prompt

AI-generated art begins with words. But what if we start with an image instead? Converting an image into a descriptive prompt helps you recreate its essence or build new designs from it.

Using ChatGPT to Describe an Image

One of the most accessible ways to turn an image into a prompt is by using ChatGPT. When you upload an image and ask for a visual breakdown, ChatGPT can generate a detailed prompt that you can reuse across image generation tools like Midjourney, Firefly, or Stable Diffusion.

Upload an image to ChatGPT:

Example original image

A surreal cosmic artwork - original

Ask ChatGPT:

Convert the image into an image generation prompt

Here’s an example prompt created from an uploaded cosmic-themed image:

A surreal cosmic artwork featuring two humanoid profiles facing each other in space. The left figure is composed of glowing blue neural strands, resembling a digital mind, while the right figure is made of fiery red and pink galactic clouds, symbolizing passion and emotion. Both faces are serene, with closed eyes, nearly touching noses. The background is a vast starfield with colorful nebulae blending into the figures' flowing energy trails. High-concept fantasy digital art, symmetrical composition, eye-level perspective, soft internal lighting, and rich textural contrasts between cold electric threads and warm cosmic flames.

Generated image using the prompt:

A surreal cosmic artwork - regenerated

The image re-generated using this prompt may not be exactly the same as—or as polished as—the original one. However, it gives you a strong starting point: a base prompt that can be further refined, adjusted, or enhanced to match your creative goals.

This isn’t just a poetic paragraph—it’s a working prompt. Let’s unpack how it’s built.

Anatomy of the Prompt: The 6 Core Elements

Each part of the prompt serves a specific purpose. Here's how it breaks down:

Image Themes

  • Main subject: Two humanoid profiles
  • Conceptual theme: Duality—technology vs. emotion, mind vs. heart

Structure & Layout

  • Symmetry: The characters are face-to-face, creating balance
  • Flow: Energy trails extend outward, blending with the cosmic background

Artistic Styles

  • Genre: Surreal and high-concept fantasy
  • Medium: Digital art, with strong stylistic choices in line and flow

Camera Angle

  • Eye-level view: This grounds the image and creates intimacy
  • Framing: Close-up focus on the profiles, centered composition

Lighting

  • Soft glow from within the characters

Color & Texture

  • Contrast: Cool electric blues vs. fiery reds and pinks
  • Texture: Web-like strands and cloud-like nebulae

Each of these six elements helps structure your thoughts when designing prompts or analyzing images. It’s like having a blueprint to decode or build from.

Alternative Tools for Image-to-Prompt

While ChatGPT offers a conversational and adjustable way to generate prompts, you’re not limited to it. Tools like Flux AI’s image-to-prompt converter are free and fast. You simply upload an image, and it outputs a ready-to-use prompt. These tools are great when you’re seeking multiple variations quickly.

Recreating the Image from the Prompt

Once you have the prompt, you can use any image generation tool that accepts text input. Paste the prompt into a tool like Midjourney, select your aspect ratio or rendering style (if needed), and let it generate a new image. You might not get a perfect replica, but that’s part of the magic—it can surprise you with variations you hadn’t imagined.

You can repeat the process: tweak the prompt slightly, rerun it, and build a series based on the same conceptual seed. That’s where the next step comes in—customization.

Customizing the Prompt

Now that you’ve recreated the original image with a prompt, you can start playing with it. Think of your prompt as a recipe—you can change the flavor by adjusting the ingredients.

Let’s modify the original cosmic duality prompt to shift its mood and visual theme slightly. Here’s a revised version:

A surreal cosmic artwork featuring two humanoid profiles facing each other in space. The left figure is composed of glowing green neural strands, resembling a digital mind, while the right figure is made of shining yellow and orange galactic clouds, symbolizing passion and emotion. Both faces are serene, with closed eyes, nearly touching noses. The background is a vast starfield with colorful nebulae blending into the figures' flowing energy trails. High-concept fantasy digital art, symmetrical composition, eye-level perspective, soft internal lighting, and rich textural contrasts between cold electric threads and warm cosmic flames.

Key changes

  • Left figure: Blue → Green neural strands
  • Right figure: Red/Pink → Yellow/Orange galactic clouds

This alters the emotional tone—green implies growth, intellect, or calm, while yellow/orange gives off warmth and joy.

Recreating the Customized Image

Just like before, feed this adjusted prompt into your chosen AI image generator.

A surreal cosmic artwork - rearranged prompt

This lets you explore different moods and symbolic meanings using the same layout and theme. If your first result doesn’t quite hit, don’t worry. Try altering the vocabulary slightly (“shining,” “glowing,” “burning,” etc.) or fine-tune the color descriptions. Each word change subtly shapes the final image.

You can continue evolving the series by adjusting not just colors but also layout (e.g., “the two figures float diagonally”), or by experimenting with artistic styles (e.g., “oil painting” instead of “digital art”).


The "image to prompt to image" approach is more than a technical trick—it’s a creative bridge between what you see and what you imagine. By converting images into prompts, you gain a better grasp of visual language and storytelling. And by generating new images from those prompts, you unlock a world of variation and artistic growth.

So next time you find an image that resonates with you, don’t stop at admiring it. Decode it. Describe it. Rebuild it—and see what new wonders you can create from the same spark.

Tags:

Visual Storytelling

Image To Prompt

AI Art Generation

Digital Art Techniques

Creative Image Recreation

AI Image Prompting
Course Content

Chapter 1. Introduction to AI image prompting

Fundamentals of AI image generation

Choosing the right AI image generation service

AI Image use cases and image sizes

Anatomy of AI prompts

Inspirational prompting vs. descriptive prompting

Chapter 2. From inspirations to effective AI image prompting

Learning from the history of art

Exploring modern artistic styles

Understanding camera angles and perspectives

Mastering lighting techniques

Applying color techniques

Techniques for effective inspirational prompting

Chapter 3. Descriptive prompting

Subject-focused prompting

Scene-focused prompting

Design-focused prompting

Abstract and experimental prompting

Chapter 4. Beyond text-to-image prompting

Removing background and resizing images

Remixing images: creating new scenes and characters

The Image-to-prompt-to-image technique

Blending images: creating new visuals through image fusion

Sketch to image: bringing hand-drawn ideas to life with AI

Chapter 1. Introduction to AI image prompting

Fundamentals of AI image generation

Choosing the right AI image generation service

AI Image use cases and image sizes

Anatomy of AI prompts

Inspirational prompting vs. descriptive prompting

Chapter 2. From inspirations to effective AI image prompting

Learning from the history of art

Exploring modern artistic styles

Understanding camera angles and perspectives

Mastering lighting techniques

Applying color techniques

Techniques for effective inspirational prompting

Chapter 3. Descriptive prompting

Subject-focused prompting

Scene-focused prompting

Design-focused prompting

Abstract and experimental prompting

Chapter 4. Beyond text-to-image prompting

Removing background and resizing images

Remixing images: creating new scenes and characters

The Image-to-prompt-to-image technique

Blending images: creating new visuals through image fusion

Sketch to image: bringing hand-drawn ideas to life with AI

FAQ: The Image-to-Prompt-to-Image Technique

What is the "image to prompt to image" technique?

It's a method where you take an image, convert it into a descriptive prompt, and then use that prompt to generate a new image with AI tools.

How can I convert an image into a prompt?

You can use tools like ChatGPT to describe an image, which generates a detailed prompt that can be used in image generation tools.

What are the core elements of a prompt?

The core elements include image themes, structure & layout, artistic styles, camera angle, lighting, and color & texture.

Can I customize the generated prompt?

Yes, you can modify the prompt by changing elements like colors, layout, or artistic style to explore different moods and themes.

What tools can I use for image generation?

Tools like Midjourney, Firefly, or Stable Diffusion can be used to generate images from text prompts.