Text-aware planning
State exact copy, hierarchy, placement, casing, and what must remain readable.
Focused model guide
GPT Image 2, without the blank-canvas feeling.
Build production-minded prompts for precise text, art direction, product concepts, and visual storytelling in a focused, no-login workspace.
Independent workflow guideThis page does not claim official model access. It helps you prepare a strong prompt and offers a clearly disclosed external creation path.
Prompt lab
Direct the image before you generate it
A good brief makes every image model more useful. Define the message, visual system, and constraints here first.
GPT Image 2 Prompt WorkspaceFree guide
Built for useful briefs
Direct text, layout, and visual intent
Use a structured way of thinking for assets that need more than a beautiful surface.
Iterative composition
Separate fixed requirements from details the model may explore across variations.
Reference-led direction
Describe what to borrow from a reference—palette, framing, material—not its identity.
Responsible handoff
Mark logos, faces, facts, and rights-sensitive elements that need human review.
Briefing method
A three-pass prompt for better control
Treat the prompt like a compact creative brief instead of a bag of keywords.
Open the workspaceDefine the job
Say what the image is for, who it serves, and the single outcome that matters most.
Specify the scene
Describe subject, action, environment, composition, palette, light, materials, and exact text.
Set review criteria
List what must be accurate, what can vary, and what should never appear in the final image.
The field notes
See all articlesRecommended reading
The Pixverse AI Prompt Guide: From Idea to Art Direction
A practical framework for turning a short thought into a visual brief with subject, scene, light, lens, and intent.
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A Design Workflow for GPT Image 2 Prompts
Treat your prompt like a compact creative brief to gain more control over text, layout, materials, and iterations.
Read article
AI Product Photography That Still Feels Believable
Create persuasive product scenes with credible materials, scale, shadows, reflections, and brand-safe composition.
Read articleFAQ
GPT Image 2 workflow questions
Practical guidance for preparing prompts and understanding this independent page.
Can I use GPT Image 2 here without an account?+
You can use this page's prompt workspace without an account. The page does not directly run GPT Image 2 and does not claim official model access.
What makes a strong GPT Image 2 prompt?+
A clear job, explicit composition, exact text, visual references described by attributes, and measurable review criteria are more useful than a long list of style words.
Can I include text inside the image?+
Yes. Put exact copy in quotation marks and specify hierarchy, placement, font character, contrast, and spelling review.
How should I use reference images?+
Explain the transferable qualities you want—such as lighting, palette, pose, or layout—while respecting copyright, privacy, and identity rights.
Does this page send my brief to an image service?+
No. The form has no production generation logic and does not submit your brief to an external image service. You remain in control of where you use it.
Are generated outputs guaranteed to be accurate?+
No image model guarantees factual, typographic, brand, or identity accuracy. Review every output carefully before publishing or commercial use.