Model comparison
Claude 3 Opus vs DeepSeek V4 Pro (High)
Head-to-head evidence from 5 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Claude 3 Opus #168 (Supported); DeepSeek V4 Pro (High) #81 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Claude 3 Opus and DeepSeek V4 Pro (High) share 5 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Claude 3 Opus; 33 to DeepSeek V4 Pro (High).
Updated July 23, 2026- Shared results
- 5
- Claude 3 Opus only
- 0
- DeepSeek V4 Pro (High) only
- 33
- Comparable categories
- 0 / 8
Benchmark data for Claude 3 Opus and DeepSeek V4 Pro (High) is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 5 shared benchmark results across 2 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Claude 3 Opus is priced at $15.00 input / $75.00 output per 1M tokens, versus $0.43 input / $0.87 output per 1M tokens for DeepSeek V4 Pro (High). DeepSeek V4 Pro (High) has the larger context window at 1M, compared with 200K for Claude 3 Opus.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Claude 3 Opus | Δ | DeepSeek V4 Pro (High) |
|---|---|---|---|
| Agentic | Claude 3 OpusNot measured | MarginNo overlap | DeepSeek V4 Pro (High)70.6 |
| Coding | Claude 3 OpusNot measured | MarginNo overlap | DeepSeek V4 Pro (High)69.8 |
| Knowledge | Claude 3 OpusNot measured | MarginNo overlap | DeepSeek V4 Pro (High)57.0 |
| Math | Claude 3 OpusNot measured | MarginNo overlap | DeepSeek V4 Pro (High)94.0 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Claude 3 Opus | DeepSeek V4 Pro (High) | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude 3 Opus$15 input / $75 output | DeepSeek V4 Pro (High)$0.435 input / $0.87 output | DeepSeek V4 Pro (High) has the lower combined listed price. |
| Generation speedtokens per second | Claude 3 OpusNot available | DeepSeek V4 Pro (High)Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Claude 3 OpusNot available | DeepSeek V4 Pro (High)Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Claude 3 Opus200K | DeepSeek V4 Pro (High)1M | DeepSeek V4 Pro (High) lists the larger context window. |
Benchmark Deep Dive
Agentic9 benchmarks
| Benchmark | Claude 3 Opus | DeepSeek V4 Pro (High) | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | — | 63.3% | Not comparable |
| BrowseCompSource | — | 80.4% | Not comparable |
| HLE w/ toolsSource | — | 44.7% | Not comparable |
| MCP AtlasSource | — | 74.2% | Not comparable |
| ToolathlonSource | — | 49% | Not comparable |
| τ²-bench resultsSource | — | 94.2% | Not comparable |
| GDPval-AASource | — | 39.9% | Not comparable |
| GDPval-AASource | — | 1299 | Not comparable |
| AA Agentic IndexSource | — | 34.4% | Not comparable |
Coding7 benchmarks
| Benchmark | Claude 3 Opus | DeepSeek V4 Pro (High) | Result |
|---|---|---|---|
| AA Coding IndexSource | 19.5% | 58.7% | DeepSeek V4 Pro (High) leads |
| AA-SciCodeSource | 23.3% | 46.4% | DeepSeek V4 Pro (High) leads |
| CodeforcesSource | — | 2919.0 | Not comparable |
| SWE-bench VerifiedSource | — | 79.4% | Not comparable |
| SWE-bench ProSource | — | 54.4% | Not comparable |
| SWE MultilingualSource | — | 74.1% | Not comparable |
| Terminal-Bench 2.0Source | — | 63.3% | Not comparable |
Reasoning4 benchmarks
Knowledge12 benchmarks
| Benchmark | Claude 3 Opus | DeepSeek V4 Pro (High) | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 11.8% | 43.1% | DeepSeek V4 Pro (High) leads |
| AA-GPQA DiamondSource | 48.9% | 90.5% | DeepSeek V4 Pro (High) leads |
| AA-HLESource | 3.1% | 33.5% | DeepSeek V4 Pro (High) leads |
| MMLU-ProSource | — | 87.1% | Not comparable |
| SimpleQASource | — | 46.2% | Not comparable |
| Chinese-SimpleQASource | — | 77.7% | Not comparable |
| GPQASource | — | 89.1% | Not comparable |
| GPQA-DSource | — | 89.1% | Not comparable |
| HLESource | — | 34.5% | Not comparable |
| AA-Omniscience IndexSource | — | -9.7% | Not comparable |
| AA-Omniscience AccuracySource | — | 41.8% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 88.6% | Not comparable |
Math4 benchmarks
Multimodal1 benchmarks
| Benchmark | Claude 3 Opus | DeepSeek V4 Pro (High) | Result |
|---|---|---|---|
| Design Arena WebsiteSource | — | 1264 | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Claude 3 Opus | DeepSeek V4 Pro (High) | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 71.3% | Not comparable |
Frequently Asked Questions (3)
Can I compare Claude 3 Opus and DeepSeek V4 Pro (High) on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Claude 3 Opus and DeepSeek V4 Pro (High) today?
Claude 3 Opus: $15.00 input / $75.00 output per 1M tokens DeepSeek V4 Pro (High): $0.43 input / $0.87 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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