Model comparison
DeepSeek V4 Pro vs Gemini 3.1 Pro
Head-to-head evidence from 5 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: DeepSeek V4 Pro #46 (Supported); Gemini 3.1 Pro #83 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. DeepSeek V4 Pro and Gemini 3.1 Pro share 5 comparable benchmark results. 1 of 8 categories are comparable. 18 results are unique to DeepSeek V4 Pro; 42 to Gemini 3.1 Pro.
Updated July 23, 2026- Shared results
- 5
- DeepSeek V4 Pro only
- 18
- Gemini 3.1 Pro only
- 42
- Comparable categories
- 1 / 8
Pick DeepSeek V4 Pro if you want the stronger benchmark profile. Gemini 3.1 Pro only becomes the better choice if mathematics is the priority.
Confidence note. This is a partial-evidence comparison with 5 shared benchmark results across 3 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
DeepSeek V4 Pro is clearly ahead on the BenchAlign aggregate, 60.66 to 55.3. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Gemini 3.1 Pro is also the more expensive model on tokens at $2.00 input / $12.00 output per 1M tokens, versus $0.43 input / $0.87 output per 1M tokens for DeepSeek V4 Pro. That is roughly 13.8x on output cost alone.
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 | Δ | Gemini 3.1 Pro |
|---|---|---|---|
| Math | DeepSeek V4 Pro31.7 | Margin→ 0.1 | Gemini 3.1 Pro31.8 |
| Agentic | DeepSeek V4 Pro59.1 | MarginNo overlap | Gemini 3.1 ProNot measured |
| Coding | DeepSeek V4 Pro65.3 | MarginNo overlap | Gemini 3.1 ProNot measured |
| Reasoning | DeepSeek V4 ProNot measured | MarginNo overlap | Gemini 3.1 Pro77.1 |
| Knowledge | DeepSeek V4 Pro41.3 | MarginNo overlap | Gemini 3.1 ProNot measured |
| Multimodal | DeepSeek V4 ProNot measured | MarginNo overlap | Gemini 3.1 Pro82.6 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | DeepSeek V4 Pro | Gemini 3.1 Pro | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | DeepSeek V4 Pro$0.435 input / $0.87 output | Gemini 3.1 Pro$2 input / $12 output | DeepSeek V4 Pro has the lower combined listed price. |
| Generation speedtokens per second | DeepSeek V4 ProNot available | Gemini 3.1 Pro109 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | DeepSeek V4 ProNot available | Gemini 3.1 Pro29.71 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | DeepSeek V4 Pro1M | Gemini 3.1 Pro1M | Listed context windows are equal. |
Benchmark Deep Dive
Agentic19 benchmarks
| Benchmark | DeepSeek V4 Pro | Gemini 3.1 Pro | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 59.1% | — | Not comparable |
| MCP AtlasSource | 69.4% | — | Not comparable |
| ToolathlonSource | 46.3% | — | Not comparable |
| Claw-EvalSource | 59.8% | 57.8% | DeepSeek V4 Pro leads |
| Gert LabsSource | 50.28% | 56.87% | Gemini 3.1 Pro leads |
| ResearchClawBenchSource | 17.1% | 13.3% | DeepSeek V4 Pro leads |
| DeepSearchQASource | — | 69.7% | Not comparable |
| τ²-bench resultsSource | — | 95.6% | Not comparable |
| AA Agentic IndexSource | — | 21.4% | Not comparable |
| APEX-Agents-AASource | — | 32.0% | Not comparable |
| GDPval-AASource | — | 23.3% | Not comparable |
| GDPval-AASource | — | 965 | Not comparable |
| AA AutomationBenchSource | — | 37.5% | Not comparable |
| AA EnterpriseOps-GymSource | — | 42.2% | Not comparable |
| AA Harvey LABSource | — | 58.9% | Not comparable |
| AA ITBenchSource | — | 30.3% | Not comparable |
| AA Tau3 BankingSource | — | 16.5% | Not comparable |
| terminalBenchHardSource | — | 53.8% | Not comparable |
| aaTerminalBench21Source | — | 73.8% | Not comparable |
Coding9 benchmarks
| Benchmark | DeepSeek V4 Pro | Gemini 3.1 Pro | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 73.6% | — | Not comparable |
| SWE-bench ProSource | 52.1% | — | Not comparable |
| SWE MultilingualSource | 69.8% | — | Not comparable |
| Terminal-Bench 2.0Source | 59.1% | — | Not comparable |
| LiveCodeBench ProSource | — | 82.9% | Not comparable |
| React Native EvalsSource | — | 78.9% | Not comparable |
| Vibe Code BenchSource | — | 32.03% | Not comparable |
| AA Coding IndexSource | — | 68.8% | Not comparable |
| AA-SciCodeSource | — | 58.9% | Not comparable |
Reasoning5 benchmarks
Knowledge15 benchmarks
| Benchmark | DeepSeek V4 Pro | Gemini 3.1 Pro | Result |
|---|---|---|---|
| MMLU-ProSource | 82.9% | — | Not comparable |
| SimpleQASource | 45% | — | Not comparable |
| Chinese-SimpleQASource | 75.8% | — | Not comparable |
| GPQASource | 72.9% | — | Not comparable |
| GPQA-DSource | 72.9% | 94.3% | Gemini 3.1 Pro leads |
| HLESource | 7.7% | — | Not comparable |
| HLE w/o toolsSource | — | 45.4% | Not comparable |
| HealthBench HardSource | — | 20.6% | Not comparable |
| MedXpertQA (Text)Source | — | 71.5% | Not comparable |
| Artificial Analysis Intelligence IndexSource | — | 46.5% | Not comparable |
| AA-GPQA DiamondSource | — | 94.1% | Not comparable |
| AA-HLESource | — | 44.7% | Not comparable |
| AA-Omniscience IndexSource | — | 32.9% | Not comparable |
| AA-Omniscience AccuracySource | — | 55.3% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 49.9% | Not comparable |
MathGemini 3.1 Pro wins6 benchmarks
| Benchmark | DeepSeek V4 Pro | Gemini 3.1 Pro | Result |
|---|---|---|---|
| HMMT Feb 2026Source | 31.7% | — | Not comparable |
| IMOAnswerBenchSource | 35.3% | — | Not comparable |
| ApexSource | 0.4% | — | Not comparable |
| Apex ShortlistSource | 9.2% | — | Not comparable |
| FrontierMath v2 (Tiers 1-3)Source | — | 36.900% | Not comparable |
| FrontierMath v2 (Tier 4)Source | — | 16.700% | Not comparable |
Multilingual1 benchmarks
| Benchmark | DeepSeek V4 Pro | Gemini 3.1 Pro | Result |
|---|---|---|---|
| AA Global-MMLU-LiteSource | — | 93.2% | Not comparable |
Multimodal9 benchmarks
| Benchmark | DeepSeek V4 Pro | Gemini 3.1 Pro | Result |
|---|---|---|---|
| Design Arena WebsiteSource | 1264 | 1281 | Gemini 3.1 Pro leads |
| MMMU-ProSource | — | 83.9% | Not comparable |
| CharXivSource | — | 80.2% | Not comparable |
| ERQASource | — | 69.4% | Not comparable |
| SimpleVQASource | — | 72.4% | Not comparable |
| ScreenSpot ProSource | — | 84.4% | Not comparable |
| ZeroBenchSource | — | 29.0% | Not comparable |
| MedXpertQA (MM)Source | — | 81.3% | Not comparable |
| AA-MMMU-ProSource | — | 82.4% | Not comparable |
Inst. Following1 benchmarks
| Benchmark | DeepSeek V4 Pro | Gemini 3.1 Pro | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 77.1% | Not comparable |
Frequently Asked Questions (2)
Which is better, DeepSeek V4 Pro or Gemini 3.1 Pro?
DeepSeek V4 Pro is ahead on BenchLM's BenchAlign leaderboard, 60.66 to 55.3.
Which is better for math, DeepSeek V4 Pro or Gemini 3.1 Pro?
Gemini 3.1 Pro has the edge for math in this comparison, averaging 31.8 versus 31.7. DeepSeek V4 Pro stays close enough that the answer can still flip depending on your workload.
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