Arena benchmark
LM Arena Agent Task Outcome Explicit Leaderboard
LM Arena Agent Task Outcome Explicit model ratings and results.
Updated Aug 17, 2026. Data as of 2026-08-17
Models40
Categories1
Result typeagent_score
Agent Task Outcome Explicit Ranking
Models are ordered by their Arena rank.
Sort by
Rank | Model | Organization | Rating / score | Votes | Observations | Result date |
|---|
| Rank01 | ModelAN | Organizationanthropic | Rating / score0.2 | VotesN/A | Observations10.5K | Result date |
| Rank02 | ModelMA | Organizationmoonshot | Rating / score0.2 | VotesN/A | Observations23.2K | Result date |
| Rank04 | ModelAC | Organizationalibaba | Rating / score0.1 | VotesN/A | Observations5.4K | Result date |
| Rank05 | ModelAN | Organizationanthropic | Rating / score0.1 | VotesN/A | Observations17.1K | Result date |
| Rank06 | ModelOP | Organizationopenai | Rating / score0.1 | VotesN/A | Observations13.4K | Result date |
| Rank09 | ModelAN | Organizationanthropic | Rating / score0.1 | VotesN/A | Observations20.7K | Result date |
| Rank10 | ModelDE | Organizationdeepseek | Rating / score0.1 | VotesN/A | Observations21.3K | Result date |
| Rank11 | ModelZA | Organizationzai | Rating / score0.1 | VotesN/A | Observations30.8K | Result date |
| Rank12 | ModelME | Organizationmeta | Rating / score0.1 | VotesN/A | Observations43.5K | Result date |
| Rank14 | ModelXA | Organizationxai | Rating / score0.1 | VotesN/A | Observations20.1K | Result date |
| Rank15 | ModelAN | Organizationanthropic | Rating / score0.1 | VotesN/A | Observations24.8K | Result date |
| Rank16 | ModelAN | Organizationanthropic | Rating / score0.1 | VotesN/A | Observations27.2K | Result date |
| Rank17 | ModelOP | Organizationopenai | Rating / score0.0 | VotesN/A | Observations35.7K | Result date |
| Rank18 | ModelMA | Organizationmoonshot | Rating / score0.0 | VotesN/A | Observations5.6K | Result date |
| Rank19 | ModelOP | Organizationopenai | Rating / score0.0 | VotesN/A | Observations49.5K | Result date |
| Rank22 | ModelAN | Organizationanthropic | Rating / score0.0 | VotesN/A | Observations17.3K | Result date |
| Rank23 | ModelZA | Organizationzai | Rating / score0.0 | VotesN/A | Observations44.6K | Result date |
| Rank24 | ModelGO | Organizationgoogle | Rating / score0.0 | VotesN/A | Observations64.2K | Result date |
| Rank25 | ModelGO | Organizationgoogle | Rating / score0.0 | VotesN/A | Observations67.3K | Result date |
| Rank26 | ModelMA | Organizationmoonshot | Rating / score0.0 | VotesN/A | Observations5.9K | Result date |
| Rank27 | ModelGO | Organizationgoogle | Rating / score0.0 | VotesN/A | Observations34.8K | Result date |
| Rank28 | ModelAN | Organizationanthropic | Rating / score0.0 | VotesN/A | Observations27.2K | Result date |
| Rank29 | ModelAC | Organizationalibaba | Rating / score-0.0 | VotesN/A | Observations21.2K | Result date |
| Rank31 | ModelOP | Organizationopenai | Rating / score-0.0 | VotesN/A | Observations6.4K | Result date |
| Rank32 | ModelAC | Organizationalibaba | Rating / score-0.0 | VotesN/A | Observations11.3K | Result date |
| Rank33 | ModelOP | Organizationopenai | Rating / score-0.0 | VotesN/A | Observations10.9K | Result date |
| Rank34 | ModelDE | Organizationdeepseek | Rating / score-0.0 | VotesN/A | Observations15.6K | Result date |
| Rank35 | ModelDE | Organizationdeepseek | Rating / score-0.0 | VotesN/A | Observations21.3K | Result date |
| Rank36 | ModelTE | Organizationtencent | Rating / score-0.0 | VotesN/A | Observations8.3K | Result date |
| Rank37 | ModelXI | Organizationxiaomi | Rating / score-0.0 | VotesN/A | Observations19.6K | Result date |
| Rank38 | ModelXA | Organizationxai | Rating / score-0.1 | VotesN/A | Observations42.9K | Result date |
| Rank39 | ModelMI | Organizationminimax | Rating / score-0.1 | VotesN/A | Observations19.9K | Result date |
| Rank40 | ModelGO | Organizationgoogle | Rating / score-0.1 | VotesN/A | Observations61.2K | Result date |
| Rank42 | ModelUP | Organizationupstage | Rating / score-0.1 | VotesN/A | Observations2.2K | Result date |
| Rank43 | ModelXA | Organizationxai | Rating / score-0.1 | VotesN/A | Observations43.7K | Result date |
| Rank44 | ModelMA | Organizationmistral | Rating / score-0.1 | VotesN/A | Observations3.2K | Result date |
| Rank46 | ModelMI | Organizationminimax | Rating / score-0.1 | VotesN/A | Observations14.2K | Result date |
| Rank47 | ModelTHInklingThinkingmachines | Organizationthinky | Rating / score-0.1 | VotesN/A | Observations20.1K | Result date |
| Rank48 | ModelGO | Organizationgoogle | Rating / score-0.1 | VotesN/A | Observations13.5K | Result date |
| Rank49 | ModelNV | Organizationnvidia | Rating / score-0.2 | VotesN/A | Observations3.7K | Result date |
Agent Task Outcome Explicit Rating Distribution
A closer view of the leading model ratings.
The Top AI Models for Agent Task Outcome Explicit
The first five models in this source ranking, with price and output speed included when a canonical model match is available.
Ranking basisThis agent task outcome explicit AI model leaderboard uses the source agent score and Arena rank. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01ANClaude Opus 5Anthropic
- agent score
- 0.18
- Price
- $5.0 input / $25 output per 1M tokens
- Speed
- Up to 3.3 tok/s via Anthropic
Strengths
- Ranks #1 on Agent Task Outcome Explicit
- 10,464 observations support the result
- Matched official PAYG token pricing is available
Considerations
- Arena results are independent from the LLMBoard capability score
- 02MAKimi K3Moonshot AI
- agent score
- 0.16
- Price
- $3.0 input / $15 output per 1M tokens
- Speed
- Up to 26 tok/s via Fireworks
Strengths
- Ranks #2 on Agent Task Outcome Explicit
- 23,189 observations support the result
- Matched official PAYG token pricing is available
Considerations
- Arena results are independent from the LLMBoard capability score
- 04ACQwen3.8 MaxAlibaba Cloud / Qwen Team
- agent score
- 0.13
- Price
- $2.0 input / $6.0 output per 1M tokens
Strengths
- Ranks #4 on Agent Task Outcome Explicit
- 5,372 observations support the result
- Matched official PAYG token pricing is available
Considerations
- Arena results are independent from the LLMBoard capability score
- 05ANClaude Fable 5Anthropic
- agent score
- 0.11
- Price
- $10 input / $50 output per 1M tokens
- Speed
- Up to 9.1 tok/s via Anthropic
Strengths
- Ranks #5 on Agent Task Outcome Explicit
- 17,129 observations support the result
- Matched official PAYG token pricing is available
Considerations
- Arena results are independent from the LLMBoard capability score
- 06OPGPT-5.6 SolOpenAI
- agent score
- 0.10
- Price
- $5.0 input / $30 output per 1M tokens
- Speed
- Up to 27 tok/s via OpenAI
Strengths
- Ranks #6 on Agent Task Outcome Explicit
- 13,403 observations support the result
- Matched official PAYG token pricing is available
Considerations
- Arena results are independent from the LLMBoard capability score
Selection summary
Best AI Models for Agent Task Outcome Explicit
Claude Opus 5 currently leads Agent Task Outcome Explicit at 0.18. The best AI model for this use case may change when price, speed and independent benchmark capability are considered.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is the Agent Task Outcome Explicit Arena?
What Agent Task Outcome Explicit measures and how to read its results.
Agent Task Outcome Explicit reports agent score values and currently defines 1 evaluation category.
Arena results are preference or task-outcome signals. They are not automatically equivalent to capability benchmark scores.
FAQ
Common questions about Agent Task Outcome Explicit.
Which model leads Agent Task Outcome Explicit?
Claude Opus 5 is currently ranked first.
What does Agent Task Outcome Explicit measure?
This Arena reports agent score values across 1 configured evaluation category.
Does this result affect the LLMBoard score?
No. Arena results remain a separate preference or task-outcome signal.
How many models are included?
40 model results are currently shown.