GPT Image 2 Prompts & Examples

GPT Image 2 is OpenAI's flagship general-purpose image model and AetherWave's recommended default when a user wants one strong result instead of variations. Top-tier quality across photoreal, illustration, typography, and composition. The front-runner for serious creative output.

This page collects prompts that consistently produce strong output from GPT Image 2 when called via the AetherWave MCP server. Each example is structured to highlight what makes the prompt work, so you can adapt the pattern to your own scenes.

Tested prompt examples

These are real prompts that work well. The italics under each example is the actual text to pass via Claude Code.

Prompt structure that works

For GPT Image 2, the prompts that perform best follow a predictable structure:

• Subject first: lead with the main thing in the frame ("vintage Roland synthesizer", "musician in a rain-soaked alley")
• Style and lighting next: how it should look ("photorealistic", "35mm film grain", "soft purple bokeh", "golden hour")
• Composition and aspect: framing cues ("close-up", "wide shot", "16:9", "magazine-quality")
• Mood and atmosphere last: the emotional pull ("moody", "cinematic", "dreamlike")

How to use these prompts

Once you have the AetherWave MCP installed in Claude Code, just paste any of the prompts above. The agent will call aetherwave_generate_image with model: "gpt-image-2-t2i" and return the asset URL.

Install in one command:

Free API key at your Profile page (Developer tab). Outputs auto-save to your Cloudflare R2 gallery.

When to pick GPT Image 2

GPT Image 2 is the right model when your prompt matches its strengths: premium single-output image generation.

For other intents, the AetherWave MCP rubric in aetherwave_generate_image's description routes the agent to the right model automatically. Run aetherwave_list_image_models from Claude Code to see the full live catalog.

Comparison

vs grok-imagine-t2i at 6 cr / 2 images: GPT Image 2 returns 1 strong image at 9 cr; Grok returns 2 at about 3 cr/image but quality varies. Pick GPT Image 2 when you want one shot; Grok when you want cheap variations.

Frequently Asked Questions

What kind of prompts work best with GPT Image 2?

Prompts matching its core strength: premium single-output image generation. Specific subject, clear style cues, aspect ratio in the prompt all improve output quality.

How long should a GPT Image 2 prompt be?

30 to 80 words is the sweet spot. Lead with the subject, follow with style and composition, finish with technical specs.

Can I use these prompts directly via Claude Code?

Yes. After installing the AetherWave MCP server, paste any prompt into Claude Code. The agent will call aetherwave_generate_image with model: "gpt-image-2-t2i" and return the finished asset.