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MobileWorld

Progress Over Time

Interactive timeline showing model performance evolution on MobileWorld

State-of-the-art frontier
Open
Proprietary

MobileWorld Leaderboard

3 models
ContextCostLicense
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
2.4T1.0M$1.65 / $4.95
2
ByteDance
ByteDance
3
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About this benchmark

What is MobileWorld?

MobileWorld is a benchmark for evaluating multimodal agents on real mobile-device tasks, testing GUI grounding, navigation, and multi-step task completion in mobile environments.

MobileWorld is a multimodal benchmark evaluating models on multimodal, agents, and vision tasks. LLM Stats tracks 3 models on this benchmark, scored on a 0–1 scale. The current average is 0.7, with the leader at 0.8.

Compare leaders on the best AI for multimodal, best AI for agents and best AI for vision leaderboards.

Current leaders

Qwen3.8 Max from Alibaba Cloud / Qwen Team currently leads the MobileWorld leaderboard with a score of 0.778 across 3 evaluated AI models.

1Qwen3.8 MaxAlibaba Cloud / Qwen Team77.8%
2Seed 2.1 ProByteDance73.1%
3Seed 2.1 TurboByteDance70.0%

FAQ

Common questions about the MobileWorld benchmark and leaderboard.

What is the MobileWorld benchmark?

MobileWorld is a benchmark for evaluating multimodal agents on real mobile-device tasks, testing GUI grounding, navigation, and multi-step task completion in mobile environments.

What is the MobileWorld leaderboard?

The MobileWorld leaderboard ranks 3 AI models based on their performance on this benchmark. Currently, Qwen3.8 Max by Alibaba Cloud / Qwen Team leads with a score of 0.778. The average score across all models is 0.736.

What is the highest MobileWorld score?

The highest MobileWorld score is 0.778, achieved by Qwen3.8 Max from Alibaba Cloud / Qwen Team.

How many models are evaluated on MobileWorld?

3 models have been evaluated on the MobileWorld benchmark, with 0 verified results and 3 self-reported results.

What categories does MobileWorld cover?

MobileWorld is categorized under multimodal, agents, and vision. The benchmark evaluates multimodal models.

What is the best open-source model on MobileWorld?

Qwen3.8 Max by Alibaba Cloud / Qwen Team is the top-ranked open-source model on MobileWorld, with a score of 0.778 (rank #1).

Which model offers the best value on MobileWorld?

Among models scoring within 10% of the leader, Qwen3.8 Max from Alibaba Cloud / Qwen Team is the cheapest, at $1.65 per million input tokens with a score of 0.778.

How recent are the MobileWorld leaderboard results?

The MobileWorld leaderboard was last updated in August 2026 and currently includes 3 evaluated models.
MobileWorld Leaderboard