A reusable prompt template helps turn a creative brief into clear instructions for an image-generation task. This article contains 10 templates covering infographics, storyboards, product visuals, and layouts that include text.
Choose a template that matches your task, replace the example subject and wording with your own details, and review the generated image. The templates are starting points, not verified performance benchmarks or guaranteed outputs.
Adapt each prompt to the controls available in your selected GPT Image 2 workspace.
1. Three Practical Principles for GPT Image 2 Prompt Templates
1. State the task first
Begin with the output you need: a comparison infographic, a storyboard, a product visual, or another clearly defined image type. Then describe the details that matter.
2. Specify required text
Provide exact wording in quotation marks when the image needs a particular headline, label, or call to action. Include its intended position and manually check the rendered text.
3. Describe style and constraints
Choose a visual style, define the composition, and state what should remain unchanged. Avoid adding unsupported technical parameters or assuming every control is available in your workspace.
A structured template can organize your brief. The generated result still needs to be reviewed and adjusted to suit your task.
2. Pro prompt templates (copy, tweak, run)
These 10 templates cover four use cases. Treat them as starting points and adapt each one to your own brief; generated results can vary with the prompt and the available workspace options.
📁 Scenario 1: Infographics / business layout
Template 1: Structured Prompt Workflow Infographic
Create a horizontal infographic titled "A Structured Image Prompt at a Glance". Show three stages from left to right: "Task and Subject", "Composition and Exact Text", and "Style and Constraints". Add one short example under each stage. Use a clean light-gray background with restrained blue accents. Keep every label exactly as written. Do not include performance claims, percentages, model comparisons, or invented test results.
Template 2: Smartphone exploded-view diagram
Draw an exploded view of a smartphone with layers separated from screen to motherboard to battery. Label each layer on the right with leader lines: "OLED Display," "A18 Bionic Chip," "High-Density Battery." Add a small caption centered at the bottom: "Illustration for reference only – Source: GPT Image 2."
Template 3: Brand VI guideline card
Design a brand visual identity system card: abstract mountain logo top-left; list primary color #0A3D62 and secondary #E8F0F5 on the right; three lines below describing brand tone: "Professional, Trustworthy, Innovative." Use sans-serif type; layout must be cleanly aligned.
🎨 Scenario 2: Comics / storyboards
Template 4: Four-panel comic, same protagonist
Create a four-panel comic starring an orange tabby cat with glasses named "Chubby Orange." Panel 1: Chubby Orange yawns at the computer; Panel 2: screen shows "GPT Image 2 generation complete"; Panel 3: wide-eyed Chubby Orange; Panel 4: raises a coffee cup to celebrate. White speech bubbles under each panel with inner monologue. Keep fur color and glasses identical across all four panels.
Template 5: Film storyboard sequence
Generate a three-panel film storyboard about a programmer debugging an API overnight. Panel 1: close-up, fingers on keyboard, code reflected in glasses; Panel 2: medium shot, green "GPTImage2 API call successful" on screen; Panel 3: wide shot, sunrise outside, programmer asleep at desk, steaming coffee cup. Label each panel bottom-right "Scene 1/2/3."
🛍️ Scenario 3: E-commerce / product marketing
Template 6: White-background hero + selling-point tags
Render a frosted smart water bottle on pure white background. Three floating selling-point tags on the left: "24-Hour Insulation," "316 Stainless Steel," "GPT Image 2 Co-Branding Available." Tags: rounded rectangles, semi-transparent black fill, bold white text. Soft highlight on the bottle surface.
Template 7: Social media ad poster
Design a 1080x1080 square poster promoting "GPT Image 2 Enterprise Training." Headline: "Let AI Make Your Images," subhead: "GPT Image 2 Two-Day Hands-On Bootcamp." Gradient blue-purple background with subtle grid lines; prominent orange button bottom-right reading "Enroll Now." Footer disclaimer: "Results may vary."
🧪 Scenario 4: Hard “text + logic” stress tests
Template 8: Bilingual copy comparison poster
Create a bilingual layout poster on "2026 AI Design Trends." Left: three English trends—"1. Real-time UI prototype generation," "2. Multimodal prompt engineering," "3. gpt-image-2 native layout." Right: matching Chinese translations. Equal font sizes; thin vertical divider. Date stamp top-left: "06/2026."
Template 9: Math formula + chart mix
Generate a physics-notes style image: handwritten E=mc² at top; small bar chart below showing mass change at different speeds. Red arrow annotation "Relativistic effect" pointing at the curve. Yellow sticky note top-right handwritten "GPT Image 2 helped me study."
Template 10: Minimalist UI mockup
Design a mobile app screen called "Image Generation Settings". Include a model selector, an aspect-ratio selector, a text field labeled "Describe your image", and a blue "Generate" button. Use a clean iOS-inspired layout with rounded corners, subtle shadows, and ample spacing. Show only generic controls; do not include unsupported features or claims.
3. Turn a Rough Brief into a Structured Prompt
You can draft a GPT Image 2 prompt with a text assistant or write it yourself. Start by stating the image goal, then ask for a prompt that specifies the subject, composition, on-image text, style, and constraints.
For example, use this request:
“Turn this brief into a structured image prompt: an Instagram check-in graphic with a Tokyo night skyline, a latte in the foreground, and the letters ‘AI’ formed by latte art. Specify composition, lighting, text placement, and visual style. Do not invent factual claims or brand details.”
Review the generated prompt before using it in the image workspace. Replace details that do not match your project.
4. Pitfalls: prompts that confuse GPT Image 2
Generated text can still contain errors, and image models can interpret complex layouts differently than intended. Avoid these three patterns:
- ❌ Overly abstract feelings: e.g. “draw a sad yet hopeful mood.” Use concrete visuals: “a girl at a rain-streaked window, rainbow outside, slight smile.”
- ❌ Contradictory layout rules: e.g. “center text but also left-align.” The model often follows the last instruction and misses your intent.
- ❌ No explicit text requirement: if you don’t say “the image MUST show the text ‘XXX’,” it may skip text entirely—it assumes you didn’t require it.
5. Closing Thoughts
A useful prompt makes the task, subject, layout, text, style, and constraints easy to understand. Start with one of these templates, adapt it to your brief, and check the generated image before using it.
These templates are starting points. Revise them for your task and verify the output before publication.
Related GPT Image 2 Prompt Guides
Choose the guide that matches your next step:
