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OSWorld-Verified leaderboard

As of November 8, 2026, Kimi K3 (Moonshot) leads OSWorld-Verified at 84.8%, ahead of Gemini 3.6 Flash at 83% and MiMo-V2.6-Pro at 82%. 8 systems ranked. Every score here is published by the model's own lab; each row links to the page it comes from.

Top score
84.8%
Kimi K3
Systems ranked
8
one setting
Independent rows
0/8
all vendor-reported
Cheapest near top
$0.0477/1M
MiMo-V2.6-Flash · within 5 pts
With API prices
8/8
rates from our price index
Newest score
Sep 22
2026 · newest result

What is OSWorld-Verified? OSWorld-Verified tests computer-use agents on real tasks in a live Ubuntu desktop: web and desktop apps, files and multi-app workflows, controlled through screenshots, mouse and keyboard. Made by XLANG Lab at the University of Hong Kong with Salesforce Research, CMU and the University of Waterloo, July 2025.

§ 01 / LEADERBOARD

Top models on OSWorld-Verified, November 2026

8 entries
# Model Score Price / 1M Context Source
1 Kimi K3 Moonshot (Kimi)
84.8%
max effort
$3 / $15 1M Vendor-reported Moonshot AI
2 Gemini 3.6 Flash Google
83%
as reported
$0.75 / $3.75 1M Vendor-reported Google DeepMind
3 MiMo-V2.6-Pro Xiaomi MiMo
82%
as reported
$0.435 / $0.87 1M Vendor-reported Xiaomi
4 MiMo-V2.6-Flash Xiaomi MiMo
80.8%
as reported
$0.14 / $0.28 1M Vendor-reported Xiaomi
5 Gemini 3.5 Flash Deprecated Google
78.4%
as reported
$1.5 / $9 1M Vendor-reported Google DeepMind
6 Gemini 3.1 Pro Preview Preview Google · listed as “Gemini 3.1 Pro”
76.2%
as reported
$2 / $12 1M Vendor-reported Google DeepMind
7 Gemini 3.5 Flash-Lite Google
74%
as reported
$0.3 / $2.5 1M Vendor-reported Google DeepMind
8 Gemini 3.1 Flash-Lite Deprecated Google
54.3%
as reported
$0.25 / $1.5 1M Vendor-reported Google DeepMind
§ 02 / SCORE VS PRICE

OSWorld-Verified: score against price

60% 70% 80% 90% $0.03 $0.1 $0.3 $1 $3 Effective price per 1M tokens (log scale) Score Gemini 3.5 Flash-Lite: 74% at $0.272Gemini 3.1 Pro Preview: 76.2% at $1.44 MiMo-V2.6-Flash: 80.8% at $0.0477 MiMo-V2.6-Flash MiMo-V2.6-Pro: 82% at $0.144 MiMo-V2.6-Pro Gemini 3.6 Flash: 83% at $0.481 Gemini 3.6 Flash Kimi K3: 84.8% at $1.92 Kimi K3
The dashed line joins the models that no cheaper model beats: MiMo-V2.6-Flash (80.8%, $0.0477 per 1M tokens), MiMo-V2.6-Pro (82%, $0.144 per 1M tokens), Gemini 3.6 Flash (83%, $0.481 per 1M tokens) and Kimi K3 (84.8%, $1.92 per 1M tokens). Anything below the line costs more for a lower score. Price is the effective rate per 1M tokens on current list prices: 92% input, 8% output, 82% of input served from cache.
§ 03 / PROVENANCE

Can you trust OSWorld-Verified scores?

No independent leaderboard publishes OSWorld-Verified results for these models yet, so every number on this page is the lab's own report of its own model. Labs choose the harness, the effort level and the subset they report, and they rarely publish failures. Read the setting under each score before comparing two rows.

§ 04 / HOW IT WORKS

How OSWorld-Verified works

The task

The agent gets a natural-language instruction and a virtual desktop; it sees screenshots and issues mouse and keyboard actions until the task is done.

The score

Success rate: each task has its own script that checks the final state of the machine, and the score is the share of tasks passed.

Test set

369 tasks, as published by the authors.

Made by

XLANG Lab at the University of Hong Kong with Salesforce Research, CMU and the University of Waterloo, first published July 2025.

Official sources

§ 05 / SOURCES

Sources and freshness

8 published scores from 4 sources. Each was read on its source page; the oldest reading on this page is from November 8, 2026. Prices beside each score come from our model price index and move when a vendor reprices.

OSWorld-Verified FAQ

Answers derived from the 8 published scores on this page and the current price index.

Q · 01

Which AI model has the highest OSWorld-Verified score?

+
Kimi K3 with 84.8% (max effort), as reported by Moonshot AI on July 16, 2026. Next: Gemini 3.6 Flash at 83% and MiMo-V2.6-Pro at 82%.
Q · 02

What is the cheapest model near the top of OSWorld-Verified?

+
MiMo-V2.6-Flash scores 80.8%, 4.0 points behind the leader, at $0.0477 per 1M tokens on our effective blend ($0.14 input, $0.28 output). Kimi K3 costs $1.92 on the same blend.
Q · 03

Are these OSWorld-Verified scores independently verified?

+
Not yet. Every score here is the model maker's own report. Each row names the lab and links to the page where it published the number.
Q · 04

What does OSWorld-Verified measure?

+
OSWorld-Verified tests computer-use agents on real tasks in a live Ubuntu desktop: web and desktop apps, files and multi-app workflows, controlled through screenshots, mouse and keyboard. The agent gets a natural-language instruction and a virtual desktop; it sees screenshots and issues mouse and keyboard actions until the task is done.
Q · 05

How is the OSWorld-Verified score calculated?

+
Success rate: each task has its own script that checks the final state of the machine, and the score is the share of tasks passed. The test set has 369 tasks.
Q · 06

How current is this OSWorld-Verified leaderboard?

+
The newest score was published on September 22, 2026. Every row shows the date its source published it, and we last read all of them on November 8, 2026. Prices come from our model price index, where each rate carries the date it was read on the vendor's page.

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