Hands-on benchmark · Tested by Rajat Chauhan · August 2026

GPT Image 2 AI review: nine prompts tested, first output kept and scored

Item: GPT Image 2
Rating: 9.4
Author: Rajat Chauhan

The first tool we’ve tested that can actually spell

We ran OpenAI's GPT Image 2 through the same nine prompts as every other generator, first output kept, no re-rolls. It scored the highest of any tool we've tested, produced two flawless images, and did something none of the others could: render full, legible text. Every output is below, scored and dissected.

See all nine outputs Read the verdict Try in ChatGPT ↗

GPT Image 2 · at a glance

MakerOpenAI

Tested viaLeonardo's GPT Image 2 integration

TypeText-to-image, OpenAI's image model

AccessVia ChatGPT, the API, and partner platforms

Best atText in images, by a wide margin: legible taglines, product labels, and multi-line foreign-language signage no other tool we tested can render.

Weak atNothing badly. Its anime linework is a touch softer than the sharpest specialist, and it favours very dark, moody shadows.

Bad atNothing. It led or tied every category in our benchmark, the only tool to do so.

9identical prompts, every tool

1stoutput kept, no re-rolls

2perfect 10.0 images

0sponsored placements

The nine tests, every output

Each prompt was pasted verbatim into OpenAI's GPT Image 2 (gpt-image-2) on default settings; the image below is the first one it returned. Scores are Adherence, Coherence, and Aesthetic on a 0 to 10 scale, with the key observations under each.

P01

TEXT RENDERING

a neon sign above a ramen shop that reads "OPEN UNTIL 3AM", night street, shallow depth of field

10Adherence

10Coherence

10Aesthetic

10.0Image avg

Perfect score, 1 of only 2 in our benchmark

✓"OPEN UNTIL 3AM" rendered perfectly, every character clean
✓Correct multi-line Japanese: ラーメン (ramen), 営業中 (open), ホテル (hotel), unprecedented in our test
✓Shallow depth of field nailed, believable ramen-shop scene with a patron inside
✓Gallery-grade night atmosphere and neon glow
✗Very dark shadows; one background figure slightly soft

P02

TEXT RENDERING

a product box for "NOVA MINT" toothpaste, brand name clearly printed, teal and white packaging, studio light

10Adherence

10Coherence

9Aesthetic

9.7Image avg

Only tool to render every line of text correctly

✓"NOVA MINT" hero, plus every line of body copy legible and correctly spelled
✓Tagline, ingredient line, net weight, and side-panel text all real words, no garbling
✓Teal-and-white brief met exactly; retail-grade professional design
✓Clean box geometry, tooth logo, mint graphic, believable studio light
✗Very minor: a hair less striking than a perfect aesthetic, hence 9 there

P03

PHOTOREALISM

close-up portrait of a 60-year-old fisherman, weathered skin, natural window light, 85mm lens, no retouching

10Adherence

9Coherence

10Aesthetic

9.7Image avg

Only tool to show the actual fishing context

✓Real fishing nets and buoys behind him, the occupation is shown, not just implied
✓Accurately aged (60+); exceptional weathered skin, pores, furrows, stubble
✓No-retouching brief genuinely honored; believable eyes with catchlights
✓Natural soft daylight, characterful and gallery-grade
✗Extremely tight crop; a couple of shadow areas crush to black

P04

PHOTOREALISM

street photo of a rainy Tokyo crossing at night, wet asphalt reflections, neon signage, 35mm documentary style

10Adherence

9Coherence

9Aesthetic

9.3Image avg

Most specifically real scene in our benchmark

✓Rendered the actual Shibuya crossing: the 109 building, correct branded signage (UNIQLO, H&M, AEON, LUSH)
✓Mostly-legible real Japanese throughout, no other tool got real brand names right
✓Superb wet reflections; full crowd of pedestrians with umbrellas
✓Foreground faces hold up cleanly, avoiding the crowd-melting problem
✗Some background signage soft; rain implied via wetness more than heavy streaks

P05

HANDS & ANATOMY

two hands exchanging a coffee cup, close-up, all ten fingers visible, natural pose

9Adherence

9Coherence

9Aesthetic

9.0Image avg

Best hands in our entire benchmark

✓Genuine two-person exchange (beige sleeve passing, black sleeve receiving)
✓Both hands anatomically correct under close scrutiny: clean thumb-plus-four, no merging
✓Fingers count out properly, no extra or fused digits
✓Photoreal skin, natural handoff pose, pleasing bokeh
✗"All ten visible" limited by natural occlusion, as with every tool on this pose

P06

PRODUCT SHOT

a skincare serum bottle with a dropper, minimalist beige background, soft reflections, premium cosmetics photography

10Adherence

10Coherence

10Aesthetic

10.0Image avg

Perfect score, and the only serum with a complete label

✓Complete legible label: "LUMIÈRE / SKIN RENEWAL SERUM / RADIANCE BOOST / HYDRATE + GLOW / 30 ml", accents and all
✓Reads as a finished retail product, exactly what premium cosmetics photography implies
✓Perfect glass and liquid refraction; correct straight dropper with gold collar
✓Beige background, gorgeous soft light, dried-floral styling, serum-drop puddle
✓No flaws found on close inspection

P07

ANIME & STYLE

anime-style portrait of a young woman with short blue hair, school uniform, soft cel shading, detailed eyes

9Adherence

9Coherence

9Aesthetic

9.0Image avg

✓Genuine anime illustration in true soft cel shading (flat planes, defined shadow shapes)
✓Short blue hair, detailed expressive eyes, authentic blazer-and-bow seifuku with a crest
✓Bonus classroom setting with real Japanese on the chalkboard
✓Clean linework, coherent anatomy, no artifacts
✗Leonardo edges it on pure line crispness; sits alongside the top anime tier

P08

PROMPT ADHERENCE

a red cube on top of a blue sphere, to the left a green pyramid, plain white studio background, even lighting

10Adherence

9Coherence

8Aesthetic

9.0Image avg

✓Red cube on the blue sphere, exactly as asked
✓A true green pyramid (not a cone), correctly placed to the left
✓Plain white background and even lighting, both correct
✓Convincing matte materials and consistent shadows
✗Shapes-test aesthetic ceiling; slightly soft cube edges

P09

PROMPT ADHERENCE

a split scene: left half desert at noon, right half snowy forest at night, clear vertical divider down the middle

10Adherence

9Coherence

9Aesthetic

9.3Image avg

A full pass on the hardest prompt in our suite

✓Razor-clean central divider
✓Desert at noon: high starburst sun, bright blue daytime sky (not the golden hour some tools defaulted to)
✓Snowy forest at night: full moon, stars, snow-laden pines
✓Both halves individually photoreal, both times-of-day correct
✗Faint patterning in the snow on very close inspection

THE VERDICT

GPT Image 2 is the strongest image generator we have tested, and it is not close. It scored 9.4, produced the only two perfect images in our benchmark, and led or tied every single category. Its defining edge is text: it is the first tool that can render a full product label or a line of foreign-language signage without garbling it. On photorealism, hands, product, and spatial accuracy, it either matches or beats every rival. It has no genuine weakness.

Best for

Anything with text in it (packaging, posters, signage, labels), plus photoreal scenes, product shots, and precise layouts. The most capable all-round generator available.

Watch for

A tendency toward very dark, moody shadows, and anime linework slightly softer than a dedicated anime model. Access and pricing depend on the platform you reach it through.

Category scores, broken down

Two prompts per category (one each for hands and product), averaged. The overall 9.4 is the mean of all nine images, the highest in our benchmark.

Product shot10.0

A perfect, fully-labelled retail bottle. The best product image in our benchmark.

Text rendering9.8

In a class of its own. The only tool that renders full legible text and real Japanese.

Photorealism9.5

Elite faces and the only Tokyo scene with real brand signage.

Adherence9.2

Passed both hard spatial prompts, including noon and the split scene.

Hands & anatomy9.0

The cleanest two-person exchange we've tested, anatomy intact.

Anime & style9.0

Genuine soft cel shading, level with the best anime tools.

How it compares

The text gap, in numbers

Text is where the leaderboard is really decided. GPT Image 2 scored 9.8 on text. The next best, Ideogram, scored 9.2, and Ideogram gets there by nailing hero words while still garbling taglines. Every other tool we tested scored between 6.3 and 8.2, garbling secondary text entirely. GPT Image 2 is the only one that renders full sentences and foreign scripts, which is exactly the capability most real design work depends on.

Strengths, and the honest limits

Every point below traces to a specific image above. GPT Image 2's profile is the most complete we've charted.

Strengths

What the nine images add up to

Text is a solved problem here, and that changes what you can make. Because it renders full labels, taglines, and signage reliably, GPT Image 2 is the first tool you can actually use for packaging, ad mockups, or anything with words in it, without editing text back in afterward.
It grounds scenes in real references, not generic stand-ins. Given a Tokyo crossing it produced the real landmark and real brand signage; given a fisherman it added real gear. For briefs where authenticity matters, it invents less and recognises more.
Its consistency is the real story. Every rival we've tested has at least one category it fails. GPT Image 2 has none, which makes it the safest single tool to reach for when a project spans many kinds of image.
It holds up under scrutiny, not just at a glance. The hardest tests, hands and dense crowds, are where tools usually fall apart on close inspection. Here they stay clean at full resolution, which is what separates a demo-quality tool from a production one.

Trade-offs

What to plan around

It leans dark, so light your brief deliberately. Its instinct is moody, low-key lighting that crushes shadow detail. Beautiful for atmosphere, but if you need bright, evenly-lit product or editorial shots, say so explicitly in the prompt.
For the crispest anime, a specialist still wins. Its cel shading is genuine and excellent, but if razor-sharp anime linework is the whole point of your project, a dedicated model edges it. For everything else illustration-related, it is more than enough.
There is no single front door. The same model sits behind ChatGPT, the API, and partner platforms, each with its own pricing, limits, and quirks, so your experience depends on the route you pick rather than one predictable app.
Mind the middleman on prompts. Some front-ends silently rewrite your prompt before it reaches the model, which changes results. We tested through a platform that passes prompts directly; if yours doesn't, your output may differ from ours.

Our testing method, and why it's fair

Most best-of lists rank tools the author never opened. We do the opposite, and the method is deliberately strict so the scores mean something.

Every tool gets the identical nine prompts, pasted verbatim. We use default settings and keep the very first image, with no re-rolls and no picking the best of a batch. We tested GPT Image 2 through Leonardo's integration of the model, which passes prompts directly, so the nine scores reflect OpenAI's image model itself rather than a front-end that rewrites your prompt.

We sell nothing on this list, so there is no commercial reason to rank one tool over another. The scores are the scores.

Same nine prompts, every tool

Two prompts each for text, photorealism, and spatial adherence, plus one each for hands, product, and anime.

The model itself, first output

Tested through a platform that passes prompts directly to GPT Image 2, keeping the first image, no re-rolls.

Three axes, full resolution

Adherence, coherence, and aesthetic, each scored at full size where artefacts actually show. Averaged per image.

No sponsorship, nothing for sale

We don't sell the tools we rank. Outbound links go to the tool's official site and are not affiliate links.

Quick answers

Is GPT Image 2 the best AI image generator?

In our benchmark, yes. GPT Image 2 scored 9.4, the highest of any tool we've tested, and led or tied every category. Its decisive advantage is text rendering, where it is the only tool that can produce full legible labels, taglines, and foreign-language signage. For all-round capability, nothing else we tested matches it.

Is GPT Image 2 good at text?

GPT Image 2 is the best we have tested, by a wide margin. It scored 9.8 on text and was the only tool to render a complete product label, a full tagline, and correct multi-line Japanese without garbling. Every other generator we tested falls apart on text beyond a single word, which makes this its standout strength.

How do I use GPT Image 2?

GPT Image 2 is OpenAI's image model, reachable through ChatGPT, the OpenAI API, and partner platforms that integrate it (we tested it through Leonardo's integration). Access, limits, and pricing depend on which route you use. There isn't a single dedicated app, the same model powers several products.

Is GPT Image 2 good for realistic images?

Very. GPT Image 2's photorealism scored 9.5. Its fisherman portrait showed real fishing nets with authentic weathered skin, and its Tokyo street scene rendered the actual Shibuya crossing with correct brand signage, grounding images in real-world detail rather than generic plausibility.

GPT Image 2 vs Ideogram, which is better for text?

GPT Image 2, clearly. Ideogram (9.2 on text) is excellent at hero words and short phrases, but still garbles longer taglines. GPT Image 2 (9.8) renders full sentences, complete labels, and foreign scripts cleanly. If your work needs blocks of legible text, GPT Image 2 is the stronger choice.

Does GPT Image 2 have a free version?

Access depends on the platform. It's available in ChatGPT (including limited free use), via the paid OpenAI API, and through partner tools that each set their own free tiers and pricing. There's no single answer, GPT Image 2 varies by how you reach the model. Check the specific platform you plan to use.

How did you test GPT Image 2?

We ran nine fixed prompts through Leonardo's integration of GPT Image 2, which passes prompts directly to the model, and kept the first image each time with no re-rolls. Every generator we review gets the identical nine prompts, scored on the same three-axis rubric. We sell none of the tools we rank, and we disclose exactly how we accessed the model.

Can I use GPT Image 2 images commercially?

Yes, under OpenAI's terms. Images generated through ChatGPT or the OpenAI API can be used commercially, subject to OpenAI's usage policies, and there is no watermark on output. Access is bundled with paid ChatGPT and API plans rather than sold as a separate image licence, so check OpenAI's current terms before shipping client work.

THE BOTTOM LINE

The new benchmark leader, and the first tool that can spell

It renders full, legible text where every rival garbles it, and gives up nothing elsewhere. If your work involves any text in the image, this is the tool to reach for. For almost everything else, it is still the most capable option we've tested.

Buy it if

You need legible text in images (packaging, posters, labels, signage), or you want the single most capable all-round generator available.

Look elsewhere if

You want the crispest possible anime linework, or a single dedicated app with predictable pricing rather than model access spread across platforms.

Other tools we tested

Same nine prompts, same rubric. The closest comparisons to this one, or browse the full list.

Nano Banana 2 output: an anime-style portrait of a girl with short blue hair

Nano Banana 29.4

Tops the board with no weak category at all.

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Imagine Art output: a skincare serum bottle with a dropper on a beige background

Imagine Art9.1

Elite product, photoreal and neon, with clean layouts.

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Ideogram output: a skincare serum bottle with a dropper on a beige background

Ideogram9.0

The text specialist that is elite at product too.

Read review →

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