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Product, Branding & Commercial · Text-to-Image

Elo rankings from blind votes across 6 challenges in this category.

Highlights

10 images
Price · Performance

Best models, by

Every ranked model plotted by price against its Elo. The upper-left frontier is the best value: top quality at the lowest cost.

Best Text-to-Image Models by Price

1 model without pricing omitted.

Best AI Models for Product, Branding & Commercial

61 models ranked · Last update: October 25, 2026 12:06 PM

FLUX.2 [dev] Flash leads the category with a 1299 Elo, though GPT Image 2 maintains a significantly higher 87.6% win rate despite its higher price point and slower generation speed. Efficiency is a key differentiator here, as the top-ranked model costs 87% less per image than the runner-up while achieving a higher overall Elo.

Rivalries

Aggregate head-to-head across the arena

Highlighted challenges

Best
GPT Image 2 is first to make it GPT Image 2
Mid
Grok Imagine Image
Worst
Imagen 4.0 Fast Generate 001
Text-to-Image Art Photorealism

The Reversed Rodeo

This competition tests how well AI image models truly understand language versus how much they rely on visual habits from their training data. The prompt is deliberately simple on the surface but devilishly hard in practice. Most models default to the familiar trope of an astronaut riding a horse. By forcing the reversal, we measure three critical capabilities that separate good models from great ones: Strict instruction following (including negations) Accurate subject-object relationships and spatial hierarchy Resistance to strong dataset biases

Best
ImagineArt 1.5 (Preview)
Mid
Imagen 4.0 Ultra Generate 001
Worst
HiDream I1 Fast
Text-to-Image 3D Imaging & Modeling Photorealism

Geometric Composition

A spatial-reasoning test. Each object has a precise relationship (inside, on top, behind, seen through the glass), so it measures whether a model follows explicit placement instructions and handles transparency and refraction rather than just approximating the scene.

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