# Kimi K3.1 Pro vs Qwen3.7 Plus

> Side-by-side benchmark comparison for Kimi K3.1 Pro and Qwen3.7 Plus across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-3-1-pro-vs-qwen3-7-plus
- Last updated: October 23, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Kimi K3.1 Pro if you want the stronger benchmark profile. Qwen3.7 Plus only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Kimi K3.1 Pro leads overall 82 to 53.67.
- The clearest category separation is in multimodal & grounded, where the averages are 98 for Kimi K3.1 Pro and 81.5 for Qwen3.7 Plus.
- The biggest single benchmark swing is OSWorld 2.0 in Agentic, with scores of 79.6% and 2.8%.
- Kimi K3.1 Pro also has the larger context window at 1.05M.

## Model Snapshot

| Property | Kimi K3.1 Pro | Qwen3.7 Plus |
|----------|----------|----------|
| Creator | Moonshot AI | Alibaba |
| Type | Pending | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1.05M | 1M |
| Overall Score | null | 53.67 |
| Benchmarks Covered | 42 | 53 |
| Pricing (input/output) | $2.00 / $10.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Kimi K3.1 Pro public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 35 (Supported · #84/132)

| Benchmark | Kimi K3.1 Pro | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 4.0 | 65.70% | Coming soon | Coming soon |
| Terminal-Bench-Science 0.1 | 38.1% | Coming soon | Coming soon |
| HLE w/ tools | 70.0% | Coming soon | Coming soon |
| BrowseComp | 92.1% | Coming soon | Coming soon |
| BioMysteryBench | 80.6% | Coming soon | Coming soon |
| Agents' Last Exam | 43.2% | Coming soon | Coming soon |
| Agents' Last Exam (CLI) | 44.2% | Coming soon | Coming soon |
| APEX-Agents | 67.2% | Coming soon | Coming soon |
| Frontier Finance | 58.6% | Coming soon | Coming soon |
| HANDBOOK.md | 44.6% | Coming soon | Coming soon |
| OSWorld 2.0 | 79.6% | 2.8% | Kimi K3.1 Pro |
| Business Operation | 37.8% | Coming soon | Coming soon |
| Financial Modeling | 57.6% | Coming soon | Coming soon |
| Financial Research | 70.4% | Coming soon | Coming soon |
| Kimi Hallu Bench Hard (tools) | 8.3% | Coming soon | Coming soon |
| ExploitGym | 20.7% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 70.3% | Coming soon |
| QwenClawBench | Coming soon | 61.8% | Coming soon |
| Claw-Eval | Coming soon | 62.7% | Coming soon |
| BFCL v4 | Coming soon | 72.9% | Coming soon |
| MCP Atlas | Coming soon | 73.2% | Coming soon |
| VITA-Bench | Coming soon | 45.6% | Coming soon |
| DeepPlanning | Coming soon | 62.3% | Coming soon |
| OSWorld-Verified | Coming soon | 73.3% | Coming soon |
| AndroidWorld | Coming soon | 81.0% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 52.8% | Coming soon |

### Coding

- Winner: Not comparable
- Kimi K3.1 Pro public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 40.3 (Estimated · #67/153)

| Benchmark | Kimi K3.1 Pro | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 75.5% | Coming soon | Coming soon |
| ProgramBench (binary) | 31.5% | Coming soon | Coming soon |
| Kimi Code Bench v2 | 77.1% | Coming soon | Coming soon |
| Kimi Code Bench 3.0 Long-horizon | 61.2% | Coming soon | Coming soon |
| sweMarathon | 51.7% | Coming soon | Coming soon |
| PostTrainBench v1.2 | 36.5% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 70.3% | Coming soon |
| SWE-bench Verified | Coming soon | 77.7% | Coming soon |
| SWE-bench Pro | Coming soon | 57.6% | Coming soon |
| SWE Multilingual | Coming soon | 75.8% | Coming soon |
| NL2Repo | Coming soon | 41.1% | Coming soon |
| SciCode | Coming soon | 51.3% | Coming soon |
| LiveCodeBench v6 | Coming soon | 89.6% | Coming soon |

### Reasoning

- Winner: Not comparable
- Kimi K3.1 Pro public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 80 (Unranked · 3 rankable rows)

| Benchmark | Kimi K3.1 Pro | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| CritPt | Coming soon | 9.1% | Coming soon |
| MRCRv2 | Coming soon | 91.7% | Coming soon |

### Multimodal & Grounded

- Winner: Directional only
- Kimi K3.1 Pro public-lane score: 98 (#1/56)
- Qwen3.7 Plus public-lane score: 81.5 (#15/56)

| Benchmark | Kimi K3.1 Pro | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro | 67.4% | Coming soon | Coming soon |
| OfficeQA Pro v2 | 64.4% | Coming soon | Coming soon |
| BenchCAD Vision2Code (no tools) | 0.728 | Coming soon | Coming soon |
| BenchCAD Vision2Code (tools) | 0.927 | Coming soon | Coming soon |
| MMMU-Pro | 84.1% | 79% | Kimi K3.1 Pro |
| MMMU-Pro w/ Python | 90% | Coming soon | Coming soon |
| CharXiv | 93.4% | 85.9% | Kimi K3.1 Pro |
| CharXiv w/o tools | 89% | Coming soon | Coming soon |
| Chartography (tools) | 90.2% | Coming soon | Coming soon |
| BabyVision w/ Python | 95.4% | Coming soon | Coming soon |
| ZeroBench | 39.0% | Coming soon | Coming soon |
| ZeroBench w/ Python | 63.0% | Coming soon | Coming soon |
| GDP.pdf (Gemini judge) | 34.6% | Coming soon | Coming soon |
| GDP.pdf w/ Python (Gemini judge) | 85.7% | Coming soon | Coming soon |
| PerceptionBench | 68.3% | Coming soon | Coming soon |
| MathVision | Coming soon | 90.3% | Coming soon |
| ERQA | Coming soon | 69.8% | Coming soon |
| MedXpertQA (MM) | Coming soon | 71.0% | Coming soon |
| ScreenSpot Pro | Coming soon | 79.0% | Coming soon |
| SimpleVQA | Coming soon | 81.7% | Coming soon |
| MMSearch-Plus | Coming soon | 41.4% | Coming soon |
| RealWorldQA | Coming soon | 86.9% | Coming soon |
| OmniDocBench 1.5 | Coming soon | 91.4% | Coming soon |
| OCRBench V2 | Coming soon | 70.7% | Coming soon |
| ODINW13 | Coming soon | 51.1% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 88.0% | Coming soon |
| VideoMMMU | Coming soon | 85.4% | Coming soon |
| MLVU (M-Avg) | Coming soon | 87.4% | Coming soon |

### Knowledge

- Winner: Not comparable
- Kimi K3.1 Pro public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 53.1 (Estimated · #67/187)

| Benchmark | Kimi K3.1 Pro | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 94.2% | 90.3% | Kimi K3.1 Pro |
| GPQA-D | 94.2% | 90.3% | Kimi K3.1 Pro |
| HLE | 70% | 34.7% | Kimi K3.1 Pro |
| HLE w/o tools | 51.1% | Coming soon | Coming soon |
| Kimi Hallu Bench | 5.4% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 88.5% | Coming soon |
| MMLU-Redux | Coming soon | 94.5% | Coming soon |
| SuperGPQA | Coming soon | 71.4% | Coming soon |
| MMMLU | Coming soon | 89.0% | Coming soon |

### Multilingual

- Winner: Not comparable
- Kimi K3.1 Pro public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 95.7 (#3/17)

| Benchmark | Kimi K3.1 Pro | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 85.4% | Coming soon |
| NOVA-63 | Coming soon | 58.8% | Coming soon |
| INCLUDE | Coming soon | 83.0% | Coming soon |
| MAXIFE | Coming soon | 88.8% | Coming soon |
| PolyMath | Coming soon | 84.0% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Kimi K3.1 Pro public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 92.8 (#18/153)

| Benchmark | Kimi K3.1 Pro | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 94.6% | Coming soon |
| IFBench | Coming soon | 79.1% | Coming soon |

### Mathematics

- Winner: Not comparable
- Kimi K3.1 Pro public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 64.3 (Unranked · 4 rankable rows)

| Benchmark | Kimi K3.1 Pro | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | Coming soon | 92.9% | Coming soon |
| IMOAnswerBench | Coming soon | 86.0% | Coming soon |
| Apex | Coming soon | 22.7% | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 34.386% | Coming soon |

## FAQ

### Which is better overall, Kimi K3.1 Pro or Qwen3.7 Plus?

Kimi K3.1 Pro is ahead overall on BenchLM right now.

### Where is the biggest gap between Kimi K3.1 Pro and Qwen3.7 Plus?

The widest category gap is in multimodal & grounded, where the averages are 98 for Kimi K3.1 Pro and 81.5 for Qwen3.7 Plus.

### How many benchmarks does Kimi K3.1 Pro cover on BenchLM?

Kimi K3.1 Pro currently has 42 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.7 Plus cover on BenchLM?

Qwen3.7 Plus currently has 53 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Kimi K3.1 Pro vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-kimi-3-1-pro)
- [Qwen3.7 Plus vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-7-plus)
- [Kimi K3.1 Pro vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-kimi-3-1-pro)
- [Qwen3.7 Plus vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-qwen3-7-plus)

## Explore More

- [Kimi K3.1 Pro profile](/models/kimi-3-1-pro)
- [Qwen3.7 Plus profile](/models/qwen3-7-plus)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)