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Prompt Adherence · Image Editing

Elo rankings from blind votes across 3 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 Image Editing Models by Price

1 model without pricing omitted.

Best AI Models for Prompt Adherence

21 models ranked · Last update: July 3, 2026 10:22 AM
# Model Elo
1 1268
2 1245
3 1241
4 1226
5 1219
6 1215
7 1214
8 1205
9 1204
10 1200

GPT Image 1.5 leads the category with a 1268 Elo and 70.0% win rate, though the more expensive GPT Image 2 maintains a higher individual win rate of 85.7%. For cost-conscious users, FLUX.2 [klein] 9B offers a competitive 1219 Elo at a significantly lower price tier and faster generation speed than the top-ranked Google and OpenAI models.

Highlighted challenges

Best
GPT Image 1.5
Mid
FLUX.2 [pro]
Worst
Seedream 4.0
Image Editing Photorealism Adding & Editing Objects

Man and Car in California

Combines two references (a person and a car) into one believable driving scene. It checks whether the model keeps the man’s identity and the car’s appearance while placing them convincingly on the coastline with matched lighting and perspective.

Edited result
Original image
Before After
Best
Nano Banana
Edited result
Original image
Before After
Mid
FLUX.2 [max]
Edited result
Original image
Before After
Worst
Seedream 4.0
Image Editing Photorealism Face & Identity

Bald man challenge

A targeted edit test. Adding a realistic head of hair requires a believable hairline and texture while keeping the face, expression, and lighting unchanged. Common failures are wig-like or pasted-on hair and subtle changes to the underlying face.

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