Which AI Image Generator Renders Text Best? 12 Controlled Outputs

The short answer from 12 controlled outputs

In this September 3, 2026 test, GPT Image gave the strongest overall typography control. It won the MAKE IDEAS / VISIBLE poster and the one-line OPEN 24/7 task, then tied Nano Banana Pro on MAKE / ROOM and LESS NOISE. / MORE SIGNAL. Nano Banana Pro matched every requested character and line break, but twice drifted into a physical-poster presentation or let a graphic touch the crop. Midjourney V8.2 kept the requested English words and punctuation surprisingly well, yet changed the requested line structure in three of four prompts.

That is the useful distinction: spelling was no longer the hard part in this small test; layout obedience was. All twelve outputs contained the requested characters, and none invented a readable brand, date or logo. The models separated when a line break, full-bleed field, margin or “no mockup” instruction had to survive alongside the text.

Why the gallery corpus could not answer this

Our frozen August 5 corpus contains 9,599 eligible published prompts. 51.7% of GPT Image prompts ask for text or typography, against 21.8% for Nano Banana Pro and 7.9% for Midjourney. That is a strong routing signal: people send far more lettering work to GPT Image. It is not a success rate. Different users wrote different prompts, ran different versions and chose what to publish.

This article closes that evidence gap with source D—a small controlled experiment—while retaining source A, the real prompt-and-output examples later on the page. The corpus and counting method remain available in what 9,599 real AI image prompts contain. Demand tells us what deserves testing; matched outputs tell us what happened on a particular date.

For the wider picture beyond typography, see the same-prompt three-model test and the current AI image generator comparison.

How the test was run

We wrote four briefs that isolate different failure modes: a two-line phrase, an oversized two-word stack, numerals plus a slash, and two punctuated sentences. For each brief, the prompt text was identical across all three routes:

Each job was submitted once through the same APIMart transport. There were no rerolls and no hand-picked winner. Where the upstream route returned more than one candidate, the evidence runner kept the first returned candidate by a fixed rule. The files below were converted to 1200 × 1600 WebP for consistent display; the typography and composition were not retouched.

The first prompt belongs to evidence run 20260903t073722z-514b0ccedd; the other three belong to 20260903t075625z-514b0ccedd. The checked-in manifest records the exact prompt, route, parameters, output hash and completion receipt for every job.

The review used four five-point dimensions:

• Exact text — requested letters, numerals and punctuation are present and correctly ordered.
• Line break — the words remain on the specifically requested lines.
• Forbidden extras — no unrequested mockup, frame, mark or readable copy appears.
• Layout — colour, hierarchy, margins, alignment and supporting shapes follow the brief.

The numbers make the rubric auditable, but they are still visual-review scores—not laboratory precision.

Test 1: exact phrase and fixed two-line hierarchy

The first brief asked for MAKE IDEAS on line one and VISIBLE on line two. It also constrained the poster to one cobalt square, one vermilion rule, generous negative space and no mockup frame.

Create a vertical 3:4 contemporary editorial poster on a warm off-white paper field. Set exactly the two-line headline "MAKE IDEAS" on line one and "VISIBLE" on line two, preserving spelling, capitalization, and word order. Use bold black grotesque lettering, a small cobalt-blue square, one thin vermilion rule, generous negative space, crisp alignment, and subtle printed-paper grain. The quoted headline must be the only readable text. Do not add a logo, signature, date, mockup frame, extra letters, or brand mark.

GPT Image won this case. Nano Banana Pro spelled and grouped the headline correctly, but the cobalt square ran into the edge rather than keeping the requested margin. Midjourney retained the words and order, yet turned the required two-line headline into three lines—MAKE, IDEAS, VISIBLE—and added more red rules plus a physical-paper mockup.

Test 2: oversized words with a strict left edge

This was deliberately easy on spelling and harder on spatial discipline: two common words, a prescribed line break, a left edge, wide margins and only one orange circle.

Create a vertical 3:4 typographic poster with exactly "MAKE" on the first line and "ROOM" on the second line. Use oversized condensed black sans-serif letters on pale gray paper, one small safety-orange circle in the lower-right corner, a strict left edge, wide margins, and subtle screen-print texture. The two quoted words must be the only readable text, with exact spelling and capitalization. No logo, signature, date, border, extra glyphs, or photographic objects.

Nano Banana Pro and GPT Image tied here. Their compositions differ, but both kept the only non-negotiable structure: MAKE over ROOM, with no extra readable copy. Midjourney also passed the text and line-break check; the partial result came from an unrequested dark edge that reads like a physical sheet or border.

Test 3: numerals, punctuation and one-line lock

Numerals and punctuation are where “almost right” becomes unusable. A shop sign that reads 24/1, or pushes half the opening-hours message onto a second line, is not production-ready even if it looks stylish.

Create a vertical 3:4 wayfinding-style poster whose only readable text is exactly "OPEN 24/7" on one line. Use crisp navy-blue geometric sans-serif lettering centered on a lemon-yellow field, with a thin white rectangular keyline and generous empty space. Preserve the slash and every numeral exactly. No logo, icon, business name, secondary copy, date, signature, texture that obscures the letters, or additional marks.

GPT Image won the clearest head-to-head in the set. It kept OPEN 24/7 on one line, centred it on the yellow field and stopped there. Nano Banana Pro preserved the exact string but interpreted “poster” as a photographed card. Midjourney preserved 24/7 exactly—including the slash—while breaking the explicit one-line lock and adding a navy surround.

Test 4: two periods and one semantic line break

The final brief checks whether a model treats punctuation and line grouping as content. The period after each sentence matters, and so does keeping each complete thought on one line.

Create a vertical 3:4 editorial poster with exactly "LESS NOISE." on the first line and "MORE SIGNAL." on the second line. Preserve both periods, spelling, capitalization, word order, and line break. Use a deep ink-blue background, warm-white serif lettering, a single thin mint-green waveform crossing the lower third without touching the words, and restrained paper grain. The quoted sentence must be the only readable text. No logo, signature, extra letters, labels, numbers, or mockup frame.

Nano Banana Pro and GPT Image tied. Both held the complete sentences, punctuation and two-line hierarchy. Midjourney kept every requested character but split the words into four lines and inserted a short decorative rule between the two thoughts.

Verbatim transcription and pass or partial result

↵ below records an actual visual line break; it is not a glyph generated in the image. “Pass” means both the requested text and line grouping survived. “Partial” states the visible departure rather than hiding it inside a single score.

What the results actually teach about prompting

All four prompts share the same useful skeleton:

1. Put the required copy in quotation marks.
2. Say exactly and name spelling, capitalization, punctuation and word order.
3. Assign the line breaks in plain language—do not assume a slash means a new line.
4. Say that the quoted copy must be the only readable text.
5. Name a small number of layout elements, then explicitly forbid the usual extras.

That is why this test is more useful than “make a cool poster that says…”. The words are treated as immutable content, while colour, type class and supporting geometry remain art direction. The same hierarchy appears in our complete prompt-engineering guide and structured prompt templates.

Here is a reusable base template:

Create a [RATIO] [ASSET TYPE]. Set exactly "[COPY]" on [ONE LINE / LINE ONE]
and "[COPY]" on [LINE TWO]. Preserve spelling, capitalization, punctuation,
word order and the specified line breaks. The quoted copy must be the only
readable text.

TYPE: [FONT CLASS, WEIGHT, CASE, COLOUR]
FIELD: [BACKGROUND COLOUR / MATERIAL]
LAYOUT: [ALIGNMENT, MARGINS, POSITION, HIERARCHY]
SUPPORTING ELEMENTS: [ONE OR TWO SHAPES, COLOURS, POSITIONS]

Do not add a logo, signature, date, border, mockup, extra glyph, secondary copy
or brand mark.

For thumbnails, pair this copy lock with a composition that survives small sizes; the AI YouTube thumbnail guide shows how. If the words must remain editable, generate the image and negative space first, then typeset the final copy in a design tool. AI-rendered lettering is still pixels—not a substitute for a source file, font license, accessibility layer or legal proofread.

Real gallery examples to study

The controlled images above are deliberately simple. These published gallery entries show harder text-forward compositions. They are not matched tests and should not be read as additional benchmark wins; open each card to inspect the full prompt and model badge.

Clean Modern YouTube Thumbnail

GPT Image

Prompt▾

A clean modern YouTube thumbnail on a bright white background, split visually between bold text on the left and a cropped presenter on the right. On the left, place a massive stacked headline in heavy black sans-serif uppercase reading CLAUDE DESIGN, aligned top-left across two lines. Below it, add a large rounded rectangular orange banner with a subtle drop shadow containing bold white uppercase text with an orange outline that reads IN 6 MINS. Near the headline, include 2 orange starburst spark shapes, one small beside the text and one much larger in the far right background. In the lower-left quadrant, show a floating app interface mockup for a design tool dashboard with a soft off-white panel, thin borders, rounded corners, and a faint shadow. The interface should have a left sidebar with 4 menu items labeled exactly: "Recent", "Your designs", "Examples", and "Design systems". The main panel header should say "Recent" and contain 3 project cards arranged in a grid, labeled exactly: "Thumio Design System", "Thumio Startup", and "Design System". On the right half, show a cropped photorealistic young adult man from chest up wearing a white turtleneck sweater, with messy light brown hair and light facial hair, positioned close to camera. His face is intentionally obscured by a solid tan rectangle placeholder covering most of the face area. He points with one hand toward the interface panel on the left, finger extended. Use a warm orange and white brand palette, high contrast, minimal clutter, polished creator-economy thumbnail styling, subtle shadows, and a composition designed for tech tutorial content.

Copy

A 16:9 thumbnail with a verbatim stacked headline, presenter crop and flat colour field.Open in LocalBanana

Floating Burger Recipe Infographic

Nano Banana Pro

Prompt▾

Ultra-clean modern (Food Name) infographic in a premium editorial style. Show the finished as the hero—freshly baked, sliced, plated, slightly floating in an angled three-quarter perspective with soft natural studio lighting and subtle drop shadow. Use a dynamic, non-linear layout where ingredients, steps, and info flow around the burger, not top-down.
Ingredients section: clean vector icons or mini illustrations with names and quantities, arranged in clusters or circular flows, visually connected to the dish.
Steps section: numbered panels with arrows or lines forming a logical path, including small cooking icons (knife, bowl, oven, timer). Use soft gradients or light Glassmorphism panels.
Optional info: calories, prep time, cook time, servings, spice level shown as minimal badges or bubbles near the dish.
Style blends lifestyle food photography with editorial infographic design—vibrant natural colors, modern sans-serif typography, clean hierarchy, ample negative space. Minimal textured or gradient background. Output 1080×1080, ultra-crisp, social-feed optimized, no watermark.

Copy

A hero object with labelled information arranged around it—the reading order is part of the prompt.Open in LocalBanana

Ultra-Realistic Family Fashion Infographic

Nano Banana Pro

Prompt▾

Ultra-realistic family fashion infographic photography featuring a Father, Mother, and Daughter in coordinated casual outfits, arranged in a balanced circular exploded composition.
Floating elements organized clockwise around the trio:
• Father: neutral baseball cap, classic wristwatch, cotton crew-neck tee, lightweight casual jacket, tailored denim jeans, leather belt, ankle socks, white sneakers.
• Mother: soft knit hat, minimal gold earrings, relaxed-fit cotton top, cropped denim or linen jacket, high-waist jeans, leather belt, clean sneakers, structured mini handbag.
• Daughter: playful hair accessories, soft cotton tee, light denim jacket, stretch jeans, ankle socks, pastel sneakers, mini backpack.
Each clothing item suspended mid-air with fine dotted guide lines connecting back to each family member.
Minimal editorial labels highlighting fabric, color, and material details (cotton, denim, leather, rubber sole).
Clean studio background with subtle gradient.
Soft diffused lighting for a warm, wholesome mood.
Premium lifestyle editorial styling, ultra-sharp focus, natural skin tones, 8K quality, high-end fashion catalog aesthetic.

Copy

An exploded layout whose labelled elements are assigned a fixed clockwise position.Open in LocalBanana

GPT Image

Luxury Football Poster

GPT Image

Hong Kong Office Lady Outfit Guide

Nano Banana Pro

Ultra Clean Calorie Infographic

You can also browse the GPT Image prompt hub, Nano Banana prompt hub and Midjourney prompt hub, or run the four prompts unchanged in the LocalBanana generator.

Which model should you start with?

For a short English poster whose line breaks matter, start with GPT Image in this test's conditions. It combined exact copy with the fewest unrequested presentation decisions. Nano Banana Pro was equally reliable on characters and line grouping, and is a sensible second route when the poster sits inside a broader reference-editing or photography workflow. Midjourney V8.2 is viable when visual interpretation matters more than a locked typesetting grid; in this run it spelled the short copy correctly but repeatedly treated line breaks as suggestions.

That conclusion is narrower than the product categories. The frozen LocalBanana corpus shows how people route thousands of real jobs, while this page measures twelve controlled outputs. Read Nano Banana vs GPT Image for the broader usage split and Nano Banana vs Midjourney for the different prompting workflows.

For a real campaign, run the final copy three to five times on the two strongest routes, proofread at 100% zoom, then rebuild mission-critical words as editable type. A model can win a test and still miss the one slash your storefront depends on.

FAQ

Which AI image generator rendered text best in this test?

GPT Image. It won two of the four cases and tied Nano Banana Pro on the other two. Both routes averaged 5/5 for exact text and specified line breaks; GPT Image scored higher on avoiding unrequested extras and following the full layout.

Did Midjourney V8.2 misspell the words?

No requested letter, numeral or period disappeared in the four displayed outputs, and it did not invent a readable brand, date or logo. Its main failure was structural: it changed the requested line breaks in three cases and added mockup or decorative elements. That is why “can render words” and “can typeset a locked layout” should be evaluated separately.

Are these results statistically conclusive?

No. This is one candidate per prompt and model on September 3, 2026. It is designed to expose visible failure modes and be reproducible, not estimate a stable success rate. Longer copy, other scripts, other settings and repeated runs may change the ordering.

How should I prompt exact text in an AI image?

Quote the copy, use the word “exactly,” name capitalization and punctuation, assign every line explicitly, say it must be the only readable text, and forbid secondary copy, logos, dates and signatures. Keep the rest of the layout brief enough that those hard constraints do not get buried.

Should I ship the generated words as the final design?

Only when the stakes are low and you have proofread the full-resolution image. For prices, instructions, accessibility-critical copy, regulated claims or reusable brand assets, generate the visual treatment and then typeset the words in an editable design tool.