A note on naming: this article uses “GPT Image 2” because that is how many people search for the workflow. In actual use, especially in the API, check the current model name in the product or documentation you are using. The OpenAI sources cited here refer to GPT Image Generation Models,
gpt-image-1.5in the API, ChatGPT Images and ChatGPT Images 2.0 in different contexts.
This is not an official OpenAI formula. It is a practical way to organize the recommendations into a reusable prompt structure. The goal is to lock down the parts that usually cause image results to drift: purpose, layout, text and constraints.
| Prompt part | What to specify | Quick example |
|---|---|---|
| Purpose | Whether the asset is a poster, banner, slide, social ad, product image or infographic | Vertical poster for an AI workshop |
| Main subject | The product, person, setting, object or action at the centre of the image | A serum bottle on a marble surface |
| Composition | Aspect ratio, camera angle, framing, subject placement and empty space for copy | 16:9, product on the right, clean space on the left |
| Style | Realism level, materials, lighting, colour palette and mood | Studio product photo, soft light, premium beige palette |
| Text in the image | Exact wording, type style, colour, relative size and placement | Text: ‘SUMMER SALE’, bold white sans-serif, top left |
| Constraints | What must not be added, or what must stay unchanged | No extra text, no watermark, no unrelated logo, preserve product geometry |
Constraints such as no trademarks, no watermarks, no logos, include only this text verbatim and do not redesign the packaging appear in OpenAI’s prompting guidance for situations where design control and packaging accuracy matter.
When a prompt has several requirements, use labelled lines instead of cramming everything into one long sentence. That structure makes it easier to check whether you have covered each part of the brief and matches OpenAI’s guidance for complex image prompts.
Create a [poster/banner/slide/product image] for [purpose].
Subject: [main subject].
Composition: [aspect ratio, placement, negative space, camera angle].
Style: [visual style, lighting, colour palette, realism level].
Text: '[exact text]', [font/style/size/colour/placement].
Constraints: [no extra text / no watermark / no unrelated logos / preserve layout / preserve product geometry].
Use these as starting points. Replace the bracketed sections with your real campaign, product or presentation details.
Create a vertical 4:5 poster for [event or campaign].
Purpose: promote [goal].
Subject: [describe the main visual].
Composition: main subject centred, with clear negative space at the top for the headline.
Style: [editorial / cinematic / minimal], [lighting description], [main colour palette].
Text: show only '[HEADLINE]', in bold white sans-serif, placed at the top of the poster.
Constraints: no extra text, no watermark, no unrelated logos.
Create a wide 3:1 website banner about [topic].
Subject: place the main subject on the right; keep the left side clean for copy.
Style: modern, premium, uncluttered, [colour palette], soft lighting.
Text: show only '[TEXT]', placed on the left, high contrast and easy to read.
Constraints: no extra text, no watermark, no unrelated logos.
Create a 16:9 slide background for a presentation about [topic].
Style: clean, professional, low detail, with enough contrast for overlaid text.
Composition: leave a large empty area on the left for a title and three bullet points; place the main visual on the right.
If text appears in the image, use only '[TEXT]' and make it sharp.
Constraints: do not add icons, labels, logos or watermarks unless requested.
Create a photorealistic product image of [product name] on a [colour or material] background.
Composition: 3/4 front view, soft studio lighting, realistic reflections and natural shadow.
Packaging: the product label should be crisp and readable: '[TEXT]'.
Constraints: if a reference image is provided, preserve the product geometry; do not redesign the packaging; do not add unrelated objects, watermarks, logos or trademarks.
If the asset needs a headline, product label, call to action or slide title, make the text its own prompt section. OpenAI recommends writing the text verbatim, specifying placement and formatting, and keeping text short when possible; for text-heavy layouts such as infographics, you should still review the output carefully and expect to refine it in a design tool.
Text: 'LAUNCH WEEK'.only include this text or no extra text.If you upload a product photo, layout or style reference, tell the model what role each image plays. OpenAI’s material on image generation and editing stresses the value of describing what should be preserved, what should change and which constraints prevent unwanted edits.
Image 1 is the original product image. Image 2 is the style reference.
Keep the shape, proportions, label and layout from Image 1.
Apply only the lighting, colour palette and mood from Image 2.
Do not redesign the packaging. Do not add new text, watermarks or logos.
For small edits, make the request narrow and explicit:
Change only the background colour to warm beige.
Keep the product shape, label placement, lighting, shadows, camera angle and composition exactly the same.
No extra text, no watermark.
For product and packaging work, constraints such as preserve product geometry, do not redesign the packaging and keep label placement unchanged are especially useful when shape, labelling and brand presentation need to remain stable.
If the result is close, do not automatically rewrite the whole prompt. OpenAI recommends improving results by adjusting specific elements, because changing too much at once can make the image drift away from a composition or style that was already working.
make the lighting brighter and softer.simplify the background or increase negative space.keep the same composition, make the style more modern.only include this text, then inspect the new output carefully. preserve product geometry, do not redesign the packaging and keep label placement unchanged. Before you send the prompt, quickly check:
The bottom line: a strong GPT Image 2 prompt is not necessarily the longest prompt. It is the clearest brief. Define the purpose, subject, composition, style, text and constraints, and you are more likely to get a poster, banner, slide or product image that matches the idea you started with.