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Head-to-head comparison

GPT Image 2 vs. FLUX.2 Klein 9B

Compare arena scores with documented retrieval dates, task-specific image pricing, and verified specifications. Text-to-image generation and image editing are never blended into an artificial overall score.

12

shared result series

4

shared sample prompts

2026-08-16

latest arena retrieval

Change image model selection

Specifications and cost

General specifications and task-specific pricing

A model can have one price for generating new images and another for editing. Prices therefore remain tied to the corresponding arena configuration.

Specifications and pricing for GPT Image 2 and FLUX.2 Klein 9B
AttributeGPT Image 2FLUX.2 Klein 9B
ProviderOpenAIBlack Forest Labs
ReleasedApril 2026January 2026
AccessAPI, Web appAPI, local
LifecycleNo separate lifecycle noticeNo separate lifecycle notice
WeightsProprietaryOpen weights
ParametersNot published9 billion
Maximum output4K4 Megapixel
Arena configurationHigh9B
Text-to-image price$211 per 1,000 images$15 per 1,000 images
Editing price$211 per 1,000 images$17 per 1,000 images
Technical sourceModel sourceVerified 2026-08-15Model sourceVerified 2026-08-15
GPT Image 2FLUX.2 Klein 9B
Text to Image ArenaUSD per 1,000 images at 1,024 × 1,024 pixels
GPT Image 2$211
FLUX.2 Klein 9B$15Lower price
Image Editing ArenaUSD per 1,000 images at 1,024 × 1,024 pixels
GPT Image 2$211
FLUX.2 Klein 9B$17Lower price

Independent preference tests

Shared arena benchmarks

Artificial Analysis and Arena derive scores from blind comparisons. Raters see outputs for the same prompt and choose the image they prefer. Separate series cover text rendering, photorealism, portraits, art, commercial design, and image editing. Confidence intervals indicate how certain a measured lead is.

12 shared result series
GPT Image 2FLUX.2 Klein 9B
Text to Image ArenaBlind preference from the same prompt, higher is better
GPT Image 21,370 EloHigher arena score
FLUX.2 Klein 9B1,149 Elo
Image Editing ArenaBlind preference from the same prompt, higher is better
GPT Image 21,258 EloHigher arena score
FLUX.2 Klein 9B1,168 Elo
Arena Text to Image: 3D modelingBlind preference from the same prompt, higher is better
GPT Image 21,360.375 arena pointsHigher arena score
FLUX.2 Klein 9B1,078.396 arena points
Arena Text to Image: ArtBlind preference from the same prompt, higher is better
GPT Image 21,370.438 arena pointsHigher arena score
FLUX.2 Klein 9B1,078.844 arena points
Arena Text to Image: CartoonBlind preference from the same prompt, higher is better
GPT Image 21,396.031 arena pointsHigher arena score
FLUX.2 Klein 9B1,063.975 arena points
Arena Text to Image: Commercial designBlind preference from the same prompt, higher is better
GPT Image 21,389.556 arena pointsHigher arena score
FLUX.2 Klein 9B1,069.649 arena points
Arena Text to Image: OverallBlind preference from the same prompt, higher is better
GPT Image 21,380.469 arena pointsHigher arena score
FLUX.2 Klein 9B1,069.517 arena points
Arena Text to Image: PhotorealismBlind preference from the same prompt, higher is better
GPT Image 21,378.291 arena pointsHigher arena score
FLUX.2 Klein 9B1,090.118 arena points
Arena Text to Image: PortraitsBlind preference from the same prompt, higher is better
GPT Image 21,428.866 arena pointsHigher arena score
FLUX.2 Klein 9B1,092.062 arena points
Arena Text to Image: Text renderingBlind preference from the same prompt, higher is better
GPT Image 21,424.046 arena pointsHigher arena score
FLUX.2 Klein 9B1,057.362 arena points
Arena Image Editing: Multi-image editingBlind preference from the same prompt, higher is better
GPT Image 21,454.125 arena pointsHigher arena score
FLUX.2 Klein 9B1,212.545 arena points
Arena Image Editing: OverallBlind preference from the same prompt, higher is better
GPT Image 21,462.727 arena pointsHigher arena score
FLUX.2 Klein 9B1,224.433 arena points
Arena benchmark scores for GPT Image 2 and FLUX.2 Klein 9B
BenchmarkGPT Image 2FLUX.2 Klein 9BSource
Text to Image Arena
1,370 EloHigher arena score
Rank 1, 95% confidence interval: ±10, 13,336 ratings
1,149 Elo
Rank 60, 95% confidence interval: ±9, 7,939 ratings
Artificial AnalysisRetrieved 2026-08-15
Image Editing Arena
1,258 EloHigher arena score
Rank 2, 95% confidence interval: ±6, 18,142 ratings
1,168 Elo
Rank 30, 95% confidence interval: ±7, 11,020 ratings
Artificial AnalysisRetrieved 2026-08-15
Arena Text to Image: 3D modeling
1,360.375 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±9.77, 6,635 ratings
1,078.396 arena points
Rank 54, 95% confidence interval: ±6.95, 13,814 ratings
ArenaRetrieved 2026-08-16
Arena Text to Image: Art
1,370.438 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±8.48, 8,762 ratings
1,078.844 arena points
Rank 53, 95% confidence interval: ±6.28, 19,055 ratings
ArenaRetrieved 2026-08-16
Arena Text to Image: Cartoon
1,396.031 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±6.88, 28,210 ratings
1,063.975 arena points
Rank 55, 95% confidence interval: ±5.01, 53,034 ratings
ArenaRetrieved 2026-08-16
Arena Text to Image: Commercial design
1,389.556 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±6.61, 27,138 ratings
1,069.649 arena points
Rank 56, 95% confidence interval: ±4.59, 55,183 ratings
ArenaRetrieved 2026-08-16
Arena Text to Image: Overall
1,380.469 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±4.62, 69,194 ratings
1,069.517 arena points
Rank 55, 95% confidence interval: ±3.25, 142,762 ratings
ArenaRetrieved 2026-08-16
Arena Text to Image: Photorealism
1,378.291 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±6.62, 26,719 ratings
1,090.118 arena points
Rank 54, 95% confidence interval: ±4.7, 60,335 ratings
ArenaRetrieved 2026-08-16
Arena Text to Image: Portraits
1,428.866 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±8.77, 13,521 ratings
1,092.062 arena points
Rank 55, 95% confidence interval: ±5.73, 32,758 ratings
ArenaRetrieved 2026-08-16
Arena Text to Image: Text rendering
1,424.046 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±7.09, 26,226 ratings
1,057.362 arena points
Rank 56, 95% confidence interval: ±4.77, 51,643 ratings
ArenaRetrieved 2026-08-16
Arena Image Editing: Multi-image editing
1,454.125 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±4.67, 72,134 ratings
1,212.545 arena points
Rank 25, 95% confidence interval: ±4.03, 147,846 ratings
ArenaRetrieved 2026-08-16
Arena Image Editing: Overall
1,462.727 arena pointsHigher arena score
Rank 1, 95% confidence interval: ±3.94, 184,189 ratings
1,224.433 arena points
Rank 35, 95% confidence interval: ±2.9, 507,400 ratings
ArenaRetrieved 2026-08-16

Visual comparison

Sample images from documented runs

Our images complement preference data, but do not replace it. The prompt, request count, and selection rule match. Provider resolution, quality tier, randomness, and prompt processing remain visible limitations, so this is not a fully controlled laboratory test.

Largely standardized comparison protocol. Both models receive the same archived prompt, exactly one request, and the first result counts. Files are normalized to 1,024 × 1,024 pixels without cropping. Provider resolution, randomness, quality tier, and prompt processing can still differ. These images are a practical visual test, not a reconstruction of the arena configuration.

Character and detail

Anatomy, clothing, and spatial consistency

GPT Image 2, Character and detail
GPT Image 2
FLUX.2 Klein 9B, Character and detail
FLUX.2 Klein 9B
Prompt and settings

Create a square cinematic full-body portrait of a fictional bicycle courier waiting under a transparent umbrella at a rainy tram stop in Hamburg at blue hour. She wears a mustard raincoat, navy trousers, red sneakers, a silver helmet, and carries a teal messenger bag. Keep both hands visible, render the bicycle correctly, use realistic wet-street reflections, and include no readable brand names.

GPT Image 2. Provider Together, 1024x1024, n=1, seed=provider random, provider default steps, model ID openai/gpt-image-2, generated Aug 14, 2026, 12:13 PM. Source
FLUX.2 Klein 9B. Provider fal.ai, requested 1024x1024, n=1, seed=1587849924, estimated cost $0.006291, model ID fal-ai/flux-2/klein/9b, generated Aug 14, 2026, 1:52 PM. Source

Protocol gradually-image-comparison-v1, selection rule: first result.

Prompt SHA 256: 985a75b38642a9f0e5e0c0e0c67f1b7f67780d42bd2168fa24e9a7a7a94b0da6

GPT Image 2, image SHA 256: 82f6e2369ab4fb6efb0ef48feeff0d14f1d6087c64c35113a983456f0f0879ac

GPT Image 2, request SHA 256: db4ca97dc43effd578430b77f8ca559c7dd5cbe60e663ba9ecc2e89a33480b0d

FLUX.2 Klein 9B, image SHA 256: 84eceab680e59de6b9d4e68b3c21f6515ce093ff7d110992049e847570dd565f

FLUX.2 Klein 9B, request SHA 256: 5d005ee24926d68b7d2299b8ecbe4e14919f652761f6de2568a043f2a6258da0

Infographic

Numbers, labels, and visual organization

GPT Image 2, Infographic
GPT Image 2
FLUX.2 Klein 9B, Infographic
FLUX.2 Klein 9B
Prompt and settings

Create a square German infographic titled SO FUNKTIONIERT PHOTOSYNTHESE. Show exactly four numbered steps in this order: 1 LICHT, 2 WASSER, 3 CO₂, 4 ZUCKER + SAUERSTOFF. Use a clean editorial science style with one plant cross-section, simple arrows, high contrast, legible labels, and no other text.

GPT Image 2. Provider Together, 1024x1024, n=1, seed=provider random, provider default steps, model ID openai/gpt-image-2, generated Aug 14, 2026, 12:14 PM. Source
FLUX.2 Klein 9B. Provider fal.ai, requested 1024x1024, n=1, seed=1082231541, estimated cost $0.006291, model ID fal-ai/flux-2/klein/9b, generated Aug 14, 2026, 1:52 PM. Source

Protocol gradually-image-comparison-v1, selection rule: first result.

Prompt SHA 256: ed65cb4e6a51e2336f8b149ad4cbb16e020f07d527ad94362e719d2dcf91d94f

GPT Image 2, image SHA 256: 6c15466e258e2b14a8e862959cb6a67b4f7a23896ea5d42c5a5618d848847711

GPT Image 2, request SHA 256: ed741d3d120188b9286d3576e7dcd3ace9dd7792978d4d5426022f32ed7ca381

FLUX.2 Klein 9B, image SHA 256: 1d2eb263ca5a25794a88df7bb04f5c13e10ed9a289371d1dcc7ed6d6e0a297e2

FLUX.2 Klein 9B, request SHA 256: 8b8014fc63f520d73ff57d3d8df5eae880097383167d44918b963f2830d09940

Product photography

Materials, reflections, and fine details

GPT Image 2, Product photography
GPT Image 2
FLUX.2 Klein 9B, Product photography
FLUX.2 Klein 9B
Prompt and settings

Create a square premium product photograph of a brushed titanium wristwatch standing upright on dark green marble. The watch has a cream dial, thin black hands set to 10:10, twelve distinct hour markers, a realistic crown, and a dark brown leather strap. Soft window light from the left, controlled reflections, shallow depth of field, no text, no logo, no extra objects.

GPT Image 2. Provider Together, 1024x1024, n=1, seed=provider random, provider default steps, model ID openai/gpt-image-2, generated Aug 14, 2026, 12:13 PM. Source
FLUX.2 Klein 9B. Provider fal.ai, requested 1024x1024, n=1, seed=1388538280, estimated cost $0.006291, model ID fal-ai/flux-2/klein/9b, generated Aug 14, 2026, 1:39 PM. Source

Protocol gradually-image-comparison-v1, selection rule: first result.

Prompt SHA 256: c67fd71e91304458a2feef5c91efa8677260fab0c0099a29a2c52cb579f5b2f3

GPT Image 2, image SHA 256: 471c71b30618afb1a8a67ab8363308d67f99c65ef6740ca72417806d06d3c346

GPT Image 2, request SHA 256: 7b27ff2c9b64529a36bebf2d572c3448f26e68f3e9d1ac6a3f2b5ead8698f60f

FLUX.2 Klein 9B, image SHA 256: e7208f19ccfb9b810b9648cb1861797b7155ad91933d1660059236cef413ebe0

FLUX.2 Klein 9B, request SHA 256: 21e2c14d1b6315c30134e1390f531349608855d4ef1a87527e6d0ba57b2974ca

Typography and layout

Legible text, hierarchy, and composition

GPT Image 2, Typography and layout
GPT Image 2
FLUX.2 Klein 9B, Typography and layout
FLUX.2 Klein 9B
Prompt and settings

Create a square editorial poster for an imaginary night train called MONDFALTER. Show the exact German headline MONDFALTER and the exact subline BERLIN NACH LISSABON. Use a restrained midnight-blue and warm-cream palette, one stylized moth, strong Swiss-grid typography, generous negative space, and no additional words or logos.

GPT Image 2. Provider Together, 1024x1024, n=1, seed=provider random, provider default steps, model ID openai/gpt-image-2, generated Aug 14, 2026, 1:59 PM. Source
FLUX.2 Klein 9B. Provider fal.ai, requested 1024x1024, n=1, seed=1340991019, estimated cost $0.006291, model ID fal-ai/flux-2/klein/9b, generated Aug 14, 2026, 2:41 PM. Source

Protocol gradually-image-comparison-v1, selection rule: first result.

Prompt SHA 256: 2e012c3d14ee5dd02203a94f394ca80a5038cdebd6032b25a8b8a221f2255419

GPT Image 2, image SHA 256: 434cf9939b9be2a2c2711e13d027c9438c47038bb32229ceeaf405d2e89d2afc

GPT Image 2, request SHA 256: 473a774dfe9f9b7bb597e9e8b63af4e770b6bc4e7f8bc90682636db3516e7353

FLUX.2 Klein 9B, image SHA 256: c5f23870e70f2245d24a3689f2579ceb770e5edf8c3c89b7d6ed7ae138f262f6

FLUX.2 Klein 9B, request SHA 256: 530872e813e988ba95025956a3743c6111120af963d90b8970a8bf3eced5547b

How to read this comparison

An Elo score is not a verdict on creativity

A higher arena score means this specific configuration was preferred more often in blind comparisons.

Typography, character consistency, local execution, licensing, and price may matter more to your workload than overall visual appeal.

Prices cover 1,000 images at 1,024 × 1,024 pixels using settings documented by Artificial Analysis. Subscriptions and special rates are excluded.