GPT Image 2 can be used to create visual concepts that include headlines, labels, prices, and calls to action. The challenge is not only generating an attractive poster: every important word must be readable, correctly spelled, and placed where the design requires it.
This guide provides a practical text-rendering workflow, five poster prompts, and a review checklist. Generated text may contain errors, so no accuracy percentage or perfect-rendering guarantee is assumed.

1. How to Plan Text Inside an AI Image
Start by separating the visual brief from the words that must appear. Identify the headline, supporting text, price or offer, and call to action. Specify which text is most important and where it should appear.
Use short, exact phrases when possible. Avoid asking the model to invent important product claims, prices, or event details.
2. A Four-Step Poster Workflow
Step 1: Define the format
Choose a portrait, square, or landscape composition that matches the intended placement.
Step 2: Supply exact copy
Write each required phrase in quotation marks. Specify its position and relative importance.
Step 3: Describe the visual design
Define the subject, background, color palette, lighting, and text hierarchy.
Step 4: Proofread the result
Compare the image against the source copy. Check spelling, punctuation, numbers, spacing, and legibility. Correct mistakes before publishing.
3. Five Practical Poster Prompts
Example 1: E-commerce Promotion
Create a clean vertical promotional poster for a reusable travel mug.
Main subject: one travel mug on a neutral studio background.
Headline: "YOUR DAILY REFILL" at the top.
Supporting line: "Simple. Reusable. Ready to Go."
CTA: "EXPLORE THE COLLECTION" at the bottom.
Use clear visual hierarchy and generous spacing.
Do not invent prices, discounts, logos, or product specifications.
Example 2: Café Menu Poster
Design a warm, minimal café poster.
Main visual: a ceramic cup of coffee on a wooden table.
Headline: "COFFEE & CONVERSATION".
Subheading: "A Little Pause in Your Day".
Place the headline above the cup and the subheading below it.
Use readable lettering and a warm neutral palette.
Do not add menu prices or extra text.
Example 3: Software Launch Banner
Create a horizontal banner for a fictional productivity app.
Headline: "PLAN WITH CLARITY".
Supporting text: "Organize Your Next Big Idea".
CTA: "SEE HOW IT WORKS".
Visual style: clean interface-inspired shapes, soft gradients, and ample negative space.
Do not invent ratings, awards, or user statistics.
Example 4: Community Event Flyer
Design a portrait flyer for a fictional community art event.
Headline: "CREATIVE SATURDAY".
Date: "NOVEMBER 14".
Supporting text: "An Afternoon of Art and Ideas".
Style: colorful paper-cut shapes and an inviting editorial layout.
Keep the date visually distinct from the headline.
Do not invent a venue, ticket price, or sponsor.
Example 5: Chinese-Language Brand Poster
Create a minimalist Chinese-language poster for a tea concept.
Main headline: "慢下来,喝杯茶".
Supporting text: "让日常多一点从容".
Visual subject: a ceramic tea cup with soft morning light.
Use a balanced layout with readable Chinese characters.
Do not add any other words, logos, or unsupported product claims.
4. Reusable Text-Rendering Template
Create a [format] poster for [subject or campaign].
Visual subject: [main subject].
Headline: "[exact headline]".
Supporting text: "[exact supporting copy]".
Call to action: "[exact CTA, if needed]".
Text hierarchy: [placement and relative emphasis].
Visual style: [colors, lighting, composition].
Constraints: no additional text, invented claims, or unauthorized logos.
5. What to Check Before Publishing
- Are all required words present and correctly spelled?
- Are numbers, prices, and dates accurate?
- Is the headline readable at the intended display size?
- Are text blocks aligned with the intended hierarchy?
- Does the image contain unwanted logos or additional copy?
- Have you confirmed the rights and accuracy of commercial claims?
A visually appealing image is not necessarily publication-ready. Correct the artwork or recreate the text in a design editor when precise typography is essential.
6. Frequently Asked Questions
Can GPT Image 2 generate readable text in images?
You can request text inside generated images, but the result still requires proofreading. Do not assume every word or character will be correct.
How can I improve poster text layout?
Provide exact wording, define the position of each text block, and keep the hierarchy simple. Review the result at the intended display size.
Can I use Chinese text in a poster prompt?
You can include Chinese characters in the requested copy. Check the generated characters carefully because text rendering can still contain errors.
Should I use AI-generated text for final marketing artwork?
Use the output as a draft or production input, then verify wording, prices, dates, brand assets, and legal claims. Recreate critical typography manually if necessary.
Related GPT Image 2 Guides
- Multiple Reference Images
- Character Consistency
- Multi-Turn Image Editing
- 50 GPT Image 2 Prompts
- Best GPT Image 2 Settings
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