# Kimi K3.1 Pro Benchmark Scores & Performance

> Kimi K3.1 Pro by Moonshot AI has 57 source-displayable benchmark rows but no public overall score. It remains unranked.

Canonical page: https://benchlm.ai/models/kimi-3-1-pro

Last updated: October 23, 2026

## Model Details

| Property | Value |
|----------|-------|
| Creator | Moonshot AI |
| Source Type | Pending |
| Reasoning Type | Reasoning |
| Context Window | 1.05M |
| Official model card | [View model card](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| Overall Score | Not computed (unranked) |
| Overall Rank | Unranked |

## Family & Coverage

- Family: Kimi K3.1
- Variant: base
- Benchmarks covered: 57 of 706
- Related earlier model: [Kimi K3](/models/kimi-k3)
- Coverage note: Published evidence is shown below; no public overall score is assigned.

## Agentic Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [Terminal-Bench 4.0](/benchmarks/terminal-bench-4) | 65.70% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Terminal-Bench-Science 0.1](/benchmarks/terminal-bench-science) | 38.1% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [HLE w/ tools](/benchmarks/hlewithtools) | 70.0% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [BrowseComp](/benchmarks/browsecomp) | 92.1% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [BioMysteryBench](/benchmarks/biomysterybench) | 80.6% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Agents' Last Exam](/benchmarks/agentslastexam) | 43.2% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Agents' Last Exam (CLI)](/benchmarks/agentslastexamcli) | 44.2% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [APEX-Agents](/benchmarks/apexagents) | 67.2% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Frontier Finance](/benchmarks/frontierfinance) | 58.6% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Harvey Legal Agent (public 1,251)](/benchmarks/harveylegalagentpublic) | 23.7% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [HANDBOOK.md](/benchmarks/handbookmd) | 44.6% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [OSWorld 2.0](/benchmarks/osworld2) | 79.6% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Business Operation](/benchmarks/kimibusinessoperation) | 37.8% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Financial Modeling](/benchmarks/kimifinancialmodeling) | 57.6% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Financial Research](/benchmarks/kimifinancialresearch) | 70.4% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [DECK-Arena](/benchmarks/deckarena) | 1456 | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Design Bench](/benchmarks/kimidesignbench) | 957 | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Kimi Hallu Bench Hard (tools)](/benchmarks/kimihallubenchhardtools) | 8.3% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [ExploitGym](/benchmarks/exploitgym) | 20.7% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [GDPval-AA](/benchmarks/gdpvalaanormalized) | 67.3% | [Artificial Analysis model benchmarks](https://artificialanalysis.ai/models/kimi-k3-1-pro) |

## Coding Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [DeepSWE](/benchmarks/deepswe) | 75.5% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [ProgramBench (binary)](/benchmarks/programbenchbinary) | 31.5% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Kimi Code Bench v2](/benchmarks/kimicodebenchv2) | 77.1% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Kimi Code Bench 3.0 Long-horizon](/benchmarks/kimicodebench3longhorizon) | 61.2% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [sweMarathon](/benchmarks/swemarathon) | 51.7% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [PostTrainBench v1.2](/benchmarks/posttrainbench12) | 36.5% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [AA-SciCode](/benchmarks/aascicode) | 60.8% | [Artificial Analysis: scicode leaderboard](https://artificialanalysis.ai/evaluations/scicode) |

## Multimodal & Grounded Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [OfficeQA Pro](/benchmarks/officeqapro) | 67.4% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [OfficeQA Pro v2](/benchmarks/officeqaprov2) | 64.4% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [BenchCAD Vision2Code (no tools)](/benchmarks/benchcadvision2code) | 0.728 | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [BenchCAD Vision2Code (tools)](/benchmarks/benchcadvision2codewithtools) | 0.927 | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [MMMU-Pro](/benchmarks/mmmu-pro) | 84.1% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [MMMU-Pro w/ Python](/benchmarks/mmmupropython) | 90% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [CharXiv](/benchmarks/charxiv) | 93.4% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [CharXiv w/o tools](/benchmarks/charxivnotools) | 89% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Chartography (tools)](/benchmarks/chartographywithtools) | 90.2% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [BabyVision w/ Python](/benchmarks/babyvisionpython) | 95.4% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [ZeroBench](/benchmarks/zerobench) | 39.0% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [ZeroBench w/ Python](/benchmarks/zerobenchpython) | 63.0% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [GDP.pdf (Gemini judge)](/benchmarks/gdppdfgeminijudge) | 34.6% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [GDP.pdf w/ Python (Gemini judge)](/benchmarks/gdppdfpythongeminijudge) | 85.7% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [PerceptionBench](/benchmarks/perceptionbench) | 68.3% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [AA-MMMU-Pro](/benchmarks/mmmu-pro) | 83.9% | [Artificial Analysis: mmmu-pro leaderboard](https://artificialanalysis.ai/evaluations/mmmu-pro) |

## Reasoning Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [AA-LCR](/benchmarks/lcr) | 86.3% | [Artificial Analysis: artificial-analysis-long-context-reasoning leaderboard](https://artificialanalysis.ai/evaluations/artificial-analysis-long-context-reasoning) |
| [CritPt](/benchmarks/critpt) | 24.6% | [Artificial Analysis: critpt leaderboard](https://artificialanalysis.ai/evaluations/critpt) |

## Knowledge Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [GPQA](/benchmarks/gpqa) | 94.2% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [GPQA-D](/benchmarks/gpqa-diamond) | 94.2% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [HLE](/benchmarks/hle) | 70% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [HLE w/o tools](/benchmarks/hlenotools) | 51.1% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Kimi Hallu Bench](/benchmarks/kimihallubench) | 5.4% | [Moonshot AI: Kimi K3.1 Pro launch blog](https://www.kimi.ai/blog/kimi-k3-1-pro) |
| [Artificial Analysis Intelligence Index](/benchmarks/artificialanalysis) | 55.1% | [Artificial Analysis: artificial-analysis-intelligence-index leaderboard](https://artificialanalysis.ai/evaluations/artificial-analysis-intelligence-index) |
| [AA-HLE](/benchmarks/aahle) | 52.5% | [Artificial Analysis: humanitys-last-exam leaderboard](https://artificialanalysis.ai/evaluations/humanitys-last-exam) |
| [AA-Omniscience Index](/benchmarks/aaomniscienceindex) | 29.5% | [Artificial Analysis: omniscience leaderboard](https://artificialanalysis.ai/evaluations/omniscience) |
| [AA-Omniscience Accuracy](/benchmarks/omniscienceaccuracy) | 51.0% | [Artificial Analysis model benchmarks](https://artificialanalysis.ai/models/kimi-k3-1-pro) |
| [AA-Omniscience Hallucination Rate](/benchmarks/omnisciencehallucinationrate) | 43.9% | [Artificial Analysis model benchmarks](https://artificialanalysis.ai/models/kimi-k3-1-pro) |

## Other Moonshot AI Models

- [Kimi K3](/models/kimi-k3) - Score: 69.93
- [Kimi K2.6](/models/kimi-2-6) - Score: 58.23
- [Kimi K2.5 (Reasoning)](/models/kimi-k2-5-reasoning) - Score: 56.02
- [Kimi K2.5](/models/kimi-k2-5) - Score: 52.97
- [Kimi K2.7 Code](/models/kimi-k2-7-code) - Score: 49.26
- [Kimi K2](/models/kimi-k2) - Score: 33.35
- [Moonshot v1](/models/moonshot-v1) - Score: not computed
- [Kimi-Audio 7B](/models/kimi-audio-7b) - Score: not computed