How to Write AI Image 2 Prompts for Readable Text

The short answer: write AI Image 2 prompts for readable text like a compact design brief. Define the canvas, visual subject, text hierarchy, exact copy, typography, contrast, and exclusions. Keep the copy short, put required wording in quotes, and use an edit pass when one line is wrong instead of rebuilding the entire image.

No prompt can guarantee perfect spelling. A structured prompt does make mistakes easier to spot and correct, especially when you ask for one clear text job rather than a page full of tiny labels.

Key takeaways

• Put every required word in quotes and state that it must appear exactly once.
• Separate the visual brief from the copy block so the text is easy to audit.
• Limit the first generation to a headline, a short supporting line, and an optional call to action.
• Specify placement, size hierarchy, alignment, font category, and contrast.
• For a misspelled line, edit only that line and preserve the rest of the composition.
• Check the final asset at its real publishing size, not only while zoomed in.

You can also browse AI Image 2 prompt examples before writing your own brief.

The 7-part AI Image 2 prompt framework for readable text

This is an editorial framework, not a required API syntax. It follows the same practical direction as OpenAI’s GPT Image prompting guidance: use a consistent order, label complex instructions, quote literal text, define typography, and state constraints clearly.^[1]

Part	What to specify	Compact example
1. Canvas	Asset type, orientation, and crop	Vertical event poster, 4:5
2. Subject	Main object, setting, and visual style	Ceramic cup on a clean cafe counter
3. Hierarchy	Number and order of text blocks	Headline first, date second, CTA third
4. Exact copy	Literal spelling, case, and line breaks	Render “NIGHT MARKET” exactly once
5. Typography	Font category, weight, alignment, and scale	Bold geometric sans serif, centered
6. Contrast	Text color, background, and negative space	White type on solid charcoal panel
7. Constraints	What must not appear or change	No extra words, watermark, or logo

Write these parts in short labeled sections. The labels make a long prompt easier to inspect, reuse, and revise than a single paragraph with mixed visual and copy instructions.

ASSET: [poster, label, menu, social ad]
CANVAS: [orientation and aspect ratio]
SCENE: [subject, setting, visual style]
LAYOUT: [where each element sits]
TEXT - RENDER EXACTLY:
- Headline: "[EXACT HEADLINE]"
- Supporting line: "[EXACT SUPPORTING LINE]"
- CTA: "[EXACT CTA]"
TYPOGRAPHY: [font category, weight, alignment, color, scale]
CONSTRAINTS: No extra text, no repeated words, no watermark, no unrelated logo.

How to make AI spell text correctly in images

The most reliable workflow is to reduce ambiguity before adding more detail. OpenAI’s prompting guide recommends putting literal text in quotes or all caps, spelling uncommon words letter by letter, and using explicit typography constraints for text-heavy images.^[1]

Keep each text block short

A six-word headline is easier to review than a paragraph. If the asset needs legal copy, ingredients, prices, or a long schedule, generate the visual foundation first and add the dense copy in a layout tool. This is particularly important for menus and labels, where one wrong number can make the design unusable.

Separate copy from art direction

Do not bury required wording between lighting, camera, and material details. Place it under a dedicated TEXT - RENDER EXACTLY label. Then specify the number of lines, the intended order, and whether each line may wrap.

Define one hierarchy

Avoid requests such as “make all text prominent.” Instead, tell the model which line is largest, which is secondary, and which is smallest. A clear hierarchy also leaves more room for the image to breathe.

Remove accidental text sources

Ask for no background signage, packaging copy, watermarks, or unrelated logos unless those elements are part of the brief. Otherwise, the scene may contain readable-looking text that competes with the required message.

Audit the copy, then edit the smallest area

If one word is wrong, identify its location and supply the correct replacement. OpenAI documents both image edits and multi-turn editing, so a targeted correction can preserve a strong composition while changing the defective text.^[2]

Copy-ready AI Image 2 prompt templates

Each template below keeps the copy block separate from the visual direction. Replace the quoted text, then adjust the format and colors for your project.

AI Image 2 poster prompt

Create a vertical 4:5 night-market poster with a documentary street-photo feel.

SCENE: A warmly lit outdoor market at blue hour, viewed at eye level. Keep the upper third simple and dark for typography.

TEXT - RENDER EXACTLY:
- Main headline, one line: "MIDNIGHT MARKET"
- Supporting line: "FRIDAY, 8 PM"
- Small CTA: "ENTRY FREE"

TYPOGRAPHY: Bold condensed sans serif for the headline, clean sans serif for the other lines, centered, white text with strong contrast, generous line spacing.

CONSTRAINTS: Render each line exactly once. No extra words, vendor signs, watermark, or logo. Keep every letter fully visible.

AI Image 2 product ad prompt

Create a square product ad for a fictional sparkling tea called LUMA TEA.

SCENE: One chilled silver can on a pale green studio surface, soft side lighting, realistic condensation, premium but restrained art direction. Leave clean negative space on the left.

TEXT - RENDER EXACTLY:
- Brand: "LUMA TEA"
- Headline: "BRIGHT. DRY. CITRUS."
- CTA: "TASTE THE LIGHT"

TYPOGRAPHY: Modern geometric sans serif, left aligned. Brand largest, headline medium, CTA small but readable. Dark green type on a near-white panel.

CONSTRAINTS: No nutrition claims, extra ingredients, repeated text, unrelated logos, or watermark.

Product label prompt

Design a front label for a fictional 250 ml botanical soda bottle.

LAYOUT: Oval label, centered hierarchy, generous margins, flat front view.

TEXT - RENDER EXACTLY:
- Brand: "FIELD NOTES"
- Product: "BOTANICAL SODA"
- Flavor: "LEMON + THYME"
- Volume: "250 ML"

TYPOGRAPHY: High-contrast serif brand name with a neutral sans serif for details. Dark navy text on warm white. Keep all four lines separate.

CONSTRAINTS: No extra claims, certification marks, barcode, watermark, or decorative microtext.

Short menu prompt

Create a clean landscape cafe menu board with four items only.

TITLE - RENDER EXACTLY: "AFTERNOON MENU"
ITEMS - RENDER EXACTLY:
- "ESPRESSO  3"
- "ICED TEA  4"
- "LEMON CAKE  5"
- "TOMATO TOAST  8"

TYPOGRAPHY: Large monospaced sans serif, left aligned, even row spacing, black text on a warm white background.

CONSTRAINTS: Preserve every price and letter. No currency symbols, extra items, illustrations, logo, or watermark.

For a longer menu, use the generated board as a background and typeset the final list separately. This gives you deterministic spelling, prices, alignment, and last-minute edits.

Social ad prompt

Create a 1:1 social ad for an independent design workshop.

VISUAL: One oversized cobalt paper shape on a white background, crisp editorial lighting, generous negative space.

TEXT - RENDER EXACTLY:
- Headline: "MAKE THE FIRST DRAFT"
- CTA: "BOOK A SEAT"

TYPOGRAPHY: Heavy black grotesk headline in the upper left. Small black CTA in the lower left. Strong spacing and no overlap with the paper shape.

CONSTRAINTS: Exactly two text blocks. No extra copy, logo, watermark, or border.

Multilingual text prompt

Use verified native-language copy rather than asking the model to translate and design at the same time. Separate each language into its own zone, state the reading direction, and preserve punctuation. Mixed left-to-right and right-to-left text needs an especially careful visual check because neutral characters can change position around directional runs.^[5]

Create a bilingual landscape event banner with two separate text zones.

LEFT ZONE - ENGLISH, LEFT TO RIGHT:
- Render exactly: "OPEN STUDIO"
- Render exactly: "SATURDAY, 2 PM"

RIGHT ZONE - [LANGUAGE], [READING DIRECTION]:
- Render this verified native-language headline exactly: "[PASTE COPY]"
- Render this verified native-language date exactly: "[PASTE COPY]"

TYPOGRAPHY: Matching visual weight across both languages, clear separation between zones, high contrast, no decorative microtext.

CONSTRAINTS: Do not translate, transliterate, reorder, or add words. Preserve punctuation and line breaks.

When to edit instead of regenerate

Regenerate when the concept, scene, or composition is wrong. Edit when the image works but a bounded detail does not. This distinction keeps review focused and reduces the chance that a corrected word comes with an unwanted change elsewhere.

Problem	Better next step
One misspelled headline	Edit that text region and preserve everything else
An extra word appears	Remove only the extra text; preserve layout and color
Headline lacks contrast	Add or darken its local background panel
Entire hierarchy feels wrong	Regenerate with a simpler layout specification
Menu has many wrong items	Use the image as a background and typeset the menu separately
Translation changed the artwork	Edit from the approved source and preserve all non-text elements

A useful edit instruction is: Change only the headline to "OPEN LATE". Keep the subject, crop, lighting, colors, spacing, and every other element unchanged. OpenAI’s guide similarly recommends naming what changes and repeating what must be preserved during edits.^[1]

Readability and publishing checklist

Text can be spelled correctly and still fail in use. Review the exported asset against this checklist:

1. Exact copy: Compare every character with the approved source, including numbers and punctuation.
2. No duplicates: Look for repeated headlines, stray labels, and text-like marks in the background.
3. Hierarchy: Confirm the headline reads first, the supporting line second, and the CTA last.
4. Real-size legibility: View a social post at phone size, a label at print size, or a slide at presentation size.
5. Contrast: WCAG uses at least 4.5:1 for normal text and 3:1 for large text as web content reference points.^[3] Generated artwork is not automatically compliant, so measure important text after export.
6. Safe margins: Keep letters away from crops, folds, rounded corners, and platform overlays.
7. Accessible publishing: If the image contains essential information, repeat it in nearby HTML, a caption, or an accessible description. W3C recommends using actual text instead of images of text when the same presentation can be achieved.^[4]
8. Final proof: Ask someone who did not write the prompt to read the asset without context.

Use the AI Image 2 examples gallery to compare how composition and copy density affect finished images.

Common mistakes that make typography harder

• Too much copy: A full paragraph, price grid, and legal disclaimer compete for limited space.
• Conflicting directions: “Minimal” and “fill every area” ask for different layouts.
• Undefined placement: “Add a headline” does not say where the headline belongs or what it may cover.
• Vague font requests: “Cool font” gives less control than “bold condensed sans serif, uppercase, centered.”
• Unverified translation: Translating inside the same prompt adds a language task before the design task.
• One overloaded revision: Changing copy, crop, palette, pose, and lighting at once makes errors difficult to diagnose.
• Skipping final typesetting: Dense factual copy is often safer as editable text layered over the generated visual.

Frequently asked questions

Can AI Image 2 spell every word correctly?

No image model can guarantee every character in every output. Short quoted copy, explicit line breaks, a defined hierarchy, and targeted edit passes make errors easier to prevent and correct. Always proofread the final asset.

What is a good GPT Image 2 typography prompt?

A good GPT Image 2 typography prompt names the asset, exact copy, font category, size hierarchy, alignment, placement, colors, and exclusions. It also says whether the text should appear once and whether line breaks must be preserved.

How many words should an AI image contain?

Use only the words the visual needs. A headline plus one supporting line is a strong starting point. For tables, long menus, terms, or legal copy, generate the visual base and add editable text afterward.

Can I use an AI Image 2 poster prompt for product ads?

Yes, but change the brief from event hierarchy to product hierarchy. A product ad usually needs one focal product, a short benefit or mood line, a CTA, and negative space. Avoid unsupported claims and extra packaging copy.

How should I handle multilingual text in AI images?

Approve the translation first, paste the exact native-language copy, and separate each language into a labeled zone. State the reading direction, keep punctuation with the correct phrase, and have a fluent reader proof the final image.

Should I regenerate a misspelled image or edit it?

Edit when the composition is already good and the error is local. Regenerate when the hierarchy, spacing, or overall concept needs to change. In either case, restate the elements that must remain unchanged.

Start with a prompt you can proofread

The best AI Image 2 prompts for readable text are short enough to audit and structured enough to revise. Begin with one message, one hierarchy, and one exact copy block. Once the image is sound, use small edit passes for spelling or spacing instead of reopening every creative decision.

When your copy is approved, open the AI Image 2 workspace and test the prompt at the aspect ratio where the asset will actually ship.

Sources

1. OpenAI, GPT Image Generation Models Prompting Guide. Prompt structure, literal text, typography constraints, edit preservation, and text-heavy workflow guidance.
2. OpenAI, Image Generation Guide. GPT Image generations, edits, multi-turn editing, and output controls.
3. W3C, Understanding Success Criterion 1.4.3: Contrast (Minimum). Contrast thresholds for normal and large text.
4. W3C, Understanding Success Criterion 1.4.5: Images of Text. Guidance on using actual text where equivalent presentation is possible.
5. W3C Internationalization, How to use Unicode controls for bidi text. Directional runs and punctuation behavior in mixed-direction text.