Model comparison
DeepSeek V4 Pro (High) vs Grok 4
Head-to-head evidence from 11 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: DeepSeek V4 Pro (High) #81 (Estimated); Grok 4 #50 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. DeepSeek V4 Pro (High) and Grok 4 share 11 comparable benchmark results. 1 of 8 categories are comparable. 27 results are unique to DeepSeek V4 Pro (High); 5 to Grok 4.
Updated July 23, 2026- Shared results
- 11
- DeepSeek V4 Pro (High) only
- 27
- Grok 4 only
- 5
- Comparable categories
- 1 / 8
Pick Grok 4 if you want the stronger benchmark profile. DeepSeek V4 Pro (High) only becomes the better choice if mathematics is the priority or you need the larger 1M context window.
Confidence note. This is a partial-evidence comparison with 11 shared benchmark results across 5 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Grok 4 is clearly ahead on the BenchAlign aggregate, 60.42 to 55.47. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
DeepSeek V4 Pro (High) is the reasoning model in the pair, while Grok 4 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. DeepSeek V4 Pro (High) gives you the larger context window at 1M, compared with 128K for Grok 4.
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 | DeepSeek V4 Pro (High) | Δ | Grok 4 |
|---|---|---|---|
| Math | DeepSeek V4 Pro (High)94.0 | Margin← 78.7 | Grok 415.3 |
| Agentic | DeepSeek V4 Pro (High)70.6 | MarginNo overlap | Grok 4Not measured |
| Coding | DeepSeek V4 Pro (High)69.8 | MarginNo overlap | Grok 4Not measured |
| Knowledge | DeepSeek V4 Pro (High)57.0 | MarginNo overlap | Grok 4Not measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | DeepSeek V4 Pro (High) | Grok 4 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | DeepSeek V4 Pro (High)$0.435 input / $0.87 output | Grok 4Not available | A complete price comparison is not available. |
| Generation speedtokens per second | DeepSeek V4 Pro (High)Not available | Grok 454 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | DeepSeek V4 Pro (High)Not available | Grok 415.60 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | DeepSeek V4 Pro (High)1M | Grok 4128K | DeepSeek V4 Pro (High) lists the larger context window. |
Benchmark Deep Dive
Agentic10 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Grok 4 | 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% | 74.9% | DeepSeek V4 Pro (High) leads |
| GDPval-AASource | 39.9% | — | Not comparable |
| GDPval-AASource | 1299 | — | Not comparable |
| AA Agentic IndexSource | 34.4% | — | Not comparable |
| Gert LabsSource | — | 42.34% | Not comparable |
Coding8 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Grok 4 | Result |
|---|---|---|---|
| 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 |
| AA-SciCodeSource | 46.4% | 45.7% | DeepSeek V4 Pro (High) leads |
| AA Coding IndexSource | 58.7% | — | Not comparable |
| React Native EvalsSource | — | 72.6% | Not comparable |
Reasoning4 benchmarks
Knowledge12 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Grok 4 | Result |
|---|---|---|---|
| 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 |
| Artificial Analysis Intelligence IndexSource | 43.1% | 33.3% | DeepSeek V4 Pro (High) leads |
| AA-GPQA DiamondSource | 90.5% | 87.7% | DeepSeek V4 Pro (High) leads |
| AA-HLESource | 33.5% | 23.9% | DeepSeek V4 Pro (High) leads |
| AA-Omniscience IndexSource | -9.7% | 3.8% | Grok 4 leads |
| AA-Omniscience AccuracySource | 41.8% | 41.4% | DeepSeek V4 Pro (High) leads |
| AA-Omniscience Hallucination RateSource | 88.6% | 64.2% | Grok 4 leads |
MathDeepSeek V4 Pro (High) wins6 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Grok 4 | Result |
|---|---|---|---|
| HMMT Feb 2026Source | 94.0% | — | Not comparable |
| IMOAnswerBenchSource | 88.0% | — | Not comparable |
| ApexSource | 27.4% | — | Not comparable |
| Apex ShortlistSource | 85.5% | — | Not comparable |
| FrontierMath v2 (Tiers 1-3)Source | — | 19.655% | Not comparable |
| FrontierMath v2 (Tier 4)Source | — | 2.083% | Not comparable |
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Grok 4 | Result |
|---|---|---|---|
| AA-IFBenchSource | 71.3% | 53.7% | DeepSeek V4 Pro (High) leads |
Frequently Asked Questions (2)
Which is better, DeepSeek V4 Pro (High) or Grok 4?
Grok 4 is ahead on BenchLM's BenchAlign leaderboard, 60.42 to 55.47.
Which is better for math, DeepSeek V4 Pro (High) or Grok 4?
DeepSeek V4 Pro (High) has the edge for math in this comparison, averaging 94 versus 15.3. Grok 4 stays close enough that the answer can still flip depending on your workload.
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