Stop saying “draw a cat”—a good prompt is the real bridge between you and GPT Image 2.
Since GPT Image 2 launched, the most common DM we get isn’t “how is it better than the last gen?” but “how do I write prompts?”
Many people still use old DALL·E or Midjourney habits after getting gpt-image-2: stacking style words, artist names, camera settings… The images look fine, but you never feel GPT Image 2’s real “thinking power.”
In truth, GPT Image 2 is a native autoregressive multimodal model. It reads prompts like a meticulous design director—you need to give it structured tasks, not just adjectives. This article shares two months of hands-on prompt craft and 10 copy-paste template prompts I tested myself.
📌 All examples work on GPT Image 2 (web or API). Key parameters and brand names are bolded.
1. How GPT Image 2 “thinks”: 3 core prompt principles
Before the templates, forget the old “oil painting, 8K, Unreal Engine 5” stacks. For GPT Image 2, three golden rules:
1. Task first, style second
It excels at logical tasks: “make a comparison chart,” “design a left-to-right flow diagram,” “add a white logo in the top-left.” Put the verb at the start of your prompt.
2. Lock in text content
With GPT Image 2’s ~99% text rendering accuracy, brief it like a designer: every word, every line, font style, and position—write them explicitly.
3. Turn on “reasoning mode”
If you use the API or Plus, set reasoning_mode=true. That triggers internal reasoning—ideal for complex multi-constraint requests.
2. Pro prompt templates (copy, tweak, run)
These 10 templates span 4 use cases. Each was verified on gpt-image-2.
📁 Scenario 1: Infographics / business layout
Template 1: Product comparison chart
Generate a horizontal comparison table titled "GPT Image 2 vs GPT Image 1.5" with four comparison rows: text rendering accuracy, generation speed, max resolution, and multilingual support. Use ✅ and ❌ for each dimension. Light gray background with tech-blue accents; all text must be in English.
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 "GPT image2 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 "Image Generation Settings" screen: toggle at top labeled "Enable reasoning mode," default ON. Middle input with placeholder "Enter your prompt…" Bottom blue button "Generate with GPT Image 2." All UI in iOS style—rounded corners, shadows, frosted glass.
3. Pro tip: let GPT Image 2 write prompts for you
Have you ever thought that GPT Image 2 can not only generate images, but also turn your casual description into a structured prompt?
My go-to: open ChatGPT text chat (same model), describe what you want in plain language, ask it to write a GPT Image 2 prompt. Example:
“I want an Instagram check-in photo: Tokyo night skyline background, latte in foreground, latte art shaped like the letters ‘AI.’ Write a detailed gpt-image-2 prompt with text placement, colors, and fonts.”
It outputs a prompt you can paste straight into GPT Image 2—magic fighting magic.
4. Pitfalls: prompts that confuse GPT Image 2
Even at ~99% text accuracy, GPT Image 2 has limits. 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
Models evolve, but prompts remain the most elegant interface between humans and AI. GPT Image 2 is like an awakened giant—and your prompt is the reins. I hope these ideas and templates help you feel gpt-image-2’s control over image generation.
Personal hands-on notes; templates are free to copy and tweak.
