# Claude Opus 4.6 vs DeepSeek V3.2

> Side-by-side benchmark comparison for Claude Opus 4.6 and DeepSeek V3.2 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/claude-opus-4-6-vs-deepseek-v3-2
- Last updated: October 17, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Claude Opus 4.6 if you want the stronger benchmark profile. DeepSeek V3.2 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Claude Opus 4.6 leads overall 62.39 to 50.2.
- The clearest category separation is in coding, where the averages are 46.1 for Claude Opus 4.6 and 28.5 for DeepSeek V3.2.
- The biggest single benchmark swing is Gert Labs in Agentic, with scores of 61.85% and 29.57%.
- DeepSeek V3.2 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Claude Opus 4.6 also has the larger context window at 1M.

## Model Snapshot

| Property | Claude Opus 4.6 | DeepSeek V3.2 |
|----------|----------|----------|
| Creator | Anthropic | DeepSeek |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | 1M | 128K |
| Overall Score | 62.39 | 50.2 |
| Benchmarks Covered | 36 | 5 |
| Pricing (input/output) | $5.00 / $25.00 | $0.28 / $0.42 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Claude Opus 4.6 public-lane score: 45.7 (Supported · #57/128)
- DeepSeek V3.2 public-lane score: Coming soon

| Benchmark | Claude Opus 4.6 | DeepSeek V3.2 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 65.4% | Coming soon | Coming soon |
| BrowseComp | 83.7% | Coming soon | Coming soon |
| OSWorld-Verified | 72.7% | Coming soon | Coming soon |
| AndroidWorld | 62.0% | Coming soon | Coming soon |
| Claw-Eval | 70.4% | 40.2% | Claude Opus 4.6 |
| DeepSearchQA | 73.7% | Coming soon | Coming soon |
| CyberGym | 66.6% | Coming soon | Coming soon |
| Gert Labs | 61.85% | 29.57% | Claude Opus 4.6 |
| ResearchClawBench | 19.9% | Coming soon | Coming soon |
| JobBench | 36.7% | Coming soon | Coming soon |
| ApprenticeBench | 5% | Coming soon | Coming soon |
| VITA-Bench | Coming soon | 18.5% | Coming soon |

### Coding

- Winner: Directional only
- Claude Opus 4.6 public-lane score: 46.1 (Supported · #52/150)
- DeepSeek V3.2 public-lane score: 28.5 (Estimated · #99/150)

| Benchmark | Claude Opus 4.6 | DeepSeek V3.2 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 80.8% | Coming soon | Coming soon |
| SWE-bench Verified* | 75.6% | Coming soon | Coming soon |
| LiveCodeBench Pro | 70.7% | Coming soon | Coming soon |
| SWE-bench Pro | 53.4% | Coming soon | Coming soon |
| SWE-Rebench | 65.3% | 60.9% | Claude Opus 4.6 |
| React Native Evals | 84.1% | 71.5% | Claude Opus 4.6 |
| Terminal-Bench 2.0 | 65.4% | Coming soon | Coming soon |
| Vibe Code Bench | 57.57% | Coming soon | Coming soon |
| FrontierCode 1.1 Main | 26.9% | Coming soon | Coming soon |

### Reasoning

- Winner: Not comparable
- Claude Opus 4.6 public-lane score: 71.9 (Unranked · 2 rankable rows)
- DeepSeek V3.2 public-lane score: 57.2 (Unranked · 2 rankable rows)

### Multimodal & Grounded

- Winner: Not comparable
- Claude Opus 4.6 public-lane score: 74.5 (#25/54)
- DeepSeek V3.2 public-lane score: Coming soon

| Benchmark | Claude Opus 4.6 | DeepSeek V3.2 | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 77.3% | Coming soon | Coming soon |
| ERQA | 51.6% | Coming soon | Coming soon |
| ScreenSpot Pro | 83.1% | Coming soon | Coming soon |
| MedXpertQA (MM) | 64.8% | Coming soon | Coming soon |

### Knowledge

- Winner: Directional only
- Claude Opus 4.6 public-lane score: 59 (Estimated · #52/184)
- DeepSeek V3.2 public-lane score: 42.2 (Estimated · #109/184)

| Benchmark | Claude Opus 4.6 | DeepSeek V3.2 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 91.3% | Coming soon | Coming soon |
| GPQA-D | 89.2% | Coming soon | Coming soon |
| SuperGPQA | 95% | Coming soon | Coming soon |
| MMLU-Pro | 82% | Coming soon | Coming soon |
| MMLU-Pro (Arcee) | 89.1% | Coming soon | Coming soon |
| HLE | 53% | Coming soon | Coming soon |
| HLE w/o tools | 40% | Coming soon | Coming soon |
| HealthBench Hard | 14.8% | Coming soon | Coming soon |
| MedXpertQA (Text) | 52.1% | Coming soon | Coming soon |

### Instruction Following

- Winner: Directional only
- Claude Opus 4.6 public-lane score: 52.4 (#87/148)
- DeepSeek V3.2 public-lane score: 58.2 (#82/148)

### Mathematics

- Winner: Not comparable
- Claude Opus 4.6 public-lane score: 69.1 (Unranked · 3 rankable rows)
- DeepSeek V3.2 public-lane score: Coming soon

| Benchmark | Claude Opus 4.6 | DeepSeek V3.2 | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | 99.8% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 65.965% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 26.829% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Claude Opus 4.6 or DeepSeek V3.2?

Claude Opus 4.6 is ahead overall on BenchLM right now.

### Where is the biggest gap between Claude Opus 4.6 and DeepSeek V3.2?

The widest category gap is in coding, where the averages are 46.1 for Claude Opus 4.6 and 28.5 for DeepSeek V3.2.

### How many benchmarks does Claude Opus 4.6 cover on BenchLM?

Claude Opus 4.6 currently has 36 sourced benchmark scores on BenchLM.

### How many benchmarks does DeepSeek V3.2 cover on BenchLM?

DeepSeek V3.2 currently has 5 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Claude Opus 4.6 vs Claude Opus 4.6 (Adaptive)](/compare/claude-opus-4-6-vs-claude-opus-4-6-thinking)
- [DeepSeek V3.2 vs Claude Opus 4.6 (Adaptive)](/compare/claude-opus-4-6-thinking-vs-deepseek-v3-2)
- [Claude Opus 4.6 vs DeepSeek V3.2 (Thinking)](/compare/claude-opus-4-6-vs-deepseek-v3-2-thinking)
- [DeepSeek V3.2 vs DeepSeek V3.2 (Thinking)](/compare/deepseek-v3-2-vs-deepseek-v3-2-thinking)

## Explore More

- [Claude Opus 4.6 profile](/models/claude-opus-4-6)
- [DeepSeek V3.2 profile](/models/deepseek-v3-2)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)
