Seal-0

Progress Over Time

Interactive timeline showing model performance evolution on Seal-0

State-of-the-art frontier
Open
Proprietary

Seal-0 Leaderboard

6 models
ContextCostLicense
1
Moonshot AI
Moonshot AI
1.0T
21.0T
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
27B262K$0.30 / $2.40
4
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
397B
5
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
122B
6
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
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About this benchmark

What is Seal-0?

Seal-0 is a benchmark for evaluating agentic search capabilities, testing models' ability to navigate and retrieve information using tools.

Seal-0 is a text benchmark evaluating models on reasoning and search tasks. LLM Stats tracks 6 models on this benchmark, scored on a 0–1 scale. The current average is 0.5, with the leader at 0.6.

Compare leaders on the best AI for reasoning and best AI for search leaderboards.

Current leaders

Kimi K2.5 from Moonshot AI currently leads the Seal-0 leaderboard with a score of 0.574 across 6 evaluated AI models.

1Kimi K2.5Moonshot AI57.4%
2Kimi K2-Thinking-0905Moonshot AI56.3%
3Qwen3.5-27BAlibaba Cloud / Qwen Team47.2%

FAQ

Common questions about the Seal-0 benchmark and leaderboard.

What is the Seal-0 benchmark?

Seal-0 is a benchmark for evaluating agentic search capabilities, testing models' ability to navigate and retrieve information using tools.

What is the Seal-0 leaderboard?

The Seal-0 leaderboard ranks 6 AI models based on their performance on this benchmark. Currently, Kimi K2.5 by Moonshot AI leads with a score of 0.574. The average score across all models is 0.489.

What is the highest Seal-0 score?

The highest Seal-0 score is 0.574, achieved by Kimi K2.5 from Moonshot AI.

How many models are evaluated on Seal-0?

6 models have been evaluated on the Seal-0 benchmark, with 0 verified results and 6 self-reported results.

What categories does Seal-0 cover?

Seal-0 is categorized under reasoning and search. The benchmark evaluates text models.

What is the best open-source model on Seal-0?

Kimi K2.5 by Moonshot AI is the top-ranked open-source model on Seal-0, with a score of 0.574 (rank #1).

How recent are the Seal-0 leaderboard results?

The Seal-0 leaderboard was last updated in July 2026 and currently includes 6 evaluated models.