Model comparison
Nemotron 3 Ultra vs Qwen3.7 Max
Head-to-head evidence from 32 shared benchmark results across 7 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Nemotron 3 Ultra unranked (Not scored); Qwen3.7 Max #10 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Nemotron 3 Ultra and Qwen3.7 Max share 32 comparable benchmark results. 6 of 8 categories are comparable. 6 results are unique to Nemotron 3 Ultra; 26 to Qwen3.7 Max.
Updated July 23, 2026- Shared results
- 32
- Nemotron 3 Ultra only
- 6
- Qwen3.7 Max only
- 26
- Comparable categories
- 6 / 8
Treat this as a split decision. Nemotron 3 Ultra makes more sense if its workflow fits your team better; Qwen3.7 Max is the better fit if reasoning is the priority.
Confidence note. This is a partial-evidence comparison with 32 shared benchmark results across 7 evidence categories; 6 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Nemotron 3 Ultra and Qwen3.7 Max finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.
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 | Nemotron 3 Ultra | Δ | Qwen3.7 Max |
|---|---|---|---|
| Reasoning | Nemotron 3 Ultra61.9 | Margin→ 28.5 | Qwen3.7 Max90.4 |
| Coding | Nemotron 3 Ultra58.3 | Margin→ 19.6 | Qwen3.7 Max77.9 |
| Agentic | Nemotron 3 Ultra51.3 | Margin→ 18.4 | Qwen3.7 Max69.7 |
| Knowledge | Nemotron 3 Ultra53.8 | Margin→ 10.4 | Qwen3.7 Max64.2 |
| Multilingual | Nemotron 3 Ultra83.0 | Margin→ 4.0 | Qwen3.7 Max87.0 |
| Inst. Following | Nemotron 3 Ultra81.7 | Margin→ 2.7 | Qwen3.7 Max84.4 |
| Math | Nemotron 3 UltraNot measured | MarginNo overlap | Qwen3.7 Max97.1 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
HLE
KnowledgeA 26.7%B 41.4%Winner: Qwen3.7 MaxΔ 14.7HLE: Nemotron 3 Ultra scored 26.7%; Qwen3.7 Max scored 41.4%. Qwen3.7 Max wins this benchmark. - Source ↗
Terminal-Bench 2.0
AgenticA 56.4%B 69.7%Winner: Qwen3.7 MaxΔ 13.3Terminal-Bench 2.0: Nemotron 3 Ultra scored 56.4%; Qwen3.7 Max scored 69.7%. Qwen3.7 Max wins this benchmark. - Source ↗
SciCode
CodingA 44.6%B 53.5%Winner: Qwen3.7 MaxΔ 8.9SciCode: Nemotron 3 Ultra scored 44.6%; Qwen3.7 Max scored 53.5%. Qwen3.7 Max wins this benchmark. - Source ↗
SWE-bench Verified
CodingA 71.9%B 80.4%Winner: Qwen3.7 MaxΔ 8.5SWE-bench Verified: Nemotron 3 Ultra scored 71.9%; Qwen3.7 Max scored 80.4%. Qwen3.7 Max wins this benchmark. - Source ↗
GPQA
KnowledgeA 87%B 92.4%Winner: Qwen3.7 MaxΔ 5.4GPQA: Nemotron 3 Ultra scored 87%; Qwen3.7 Max scored 92.4%. Qwen3.7 Max wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Nemotron 3 Ultra | Qwen3.7 Max | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Nemotron 3 Ultra$0 input / $0 output | Qwen3.7 MaxNot available | A complete price comparison is not available. |
| Generation speedtokens per second | Nemotron 3 UltraNot available | Qwen3.7 MaxNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Nemotron 3 UltraNot available | Qwen3.7 MaxNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Nemotron 3 Ultra1M | Qwen3.7 Max1M | Listed context windows are equal. |
Benchmark Deep Dive
AgenticQwen3.7 Max wins24 benchmarks
| Benchmark | Nemotron 3 Ultra | Qwen3.7 Max | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 56.4% | 69.7% | Qwen3.7 Max leads |
| PinchBenchSource | 90.0% | — | Not comparable |
| BrowseCompSource | 44.4% | — | Not comparable |
| τ³-bench resultsSource | 70.9% | — | Not comparable |
| GDPval-AASource | 33.2% | 38.7% | Qwen3.7 Max leads |
| HLE w/ toolsSource | 37.4% | 53.5% | Qwen3.7 Max leads |
| AA Agentic IndexSource | 27.4% | 30.6% | Qwen3.7 Max leads |
| τ²-bench resultsSource | 83.3% | 94.7% | Qwen3.7 Max leads |
| GDPval-AASource | 1164 | 1273 | Qwen3.7 Max leads |
| AA BriefcaseSource | 870 | 908 | Qwen3.7 Max leads |
| AA EnterpriseOps-GymSource | 28.9% | 45.0% | Qwen3.7 Max leads |
| AA Harvey LABSource | 81.7% | 83.4% | Qwen3.7 Max leads |
| terminalBenchHardSource | 36.4% | 50.8% | Qwen3.7 Max leads |
| QwenClawBenchSource | — | 64.3% | Not comparable |
| QwenWebBenchSource | — | 1568 | Not comparable |
| Claw-EvalSource | — | 65.2% | Not comparable |
| BFCL v4Source | — | 75.0% | Not comparable |
| MCP AtlasSource | — | 76.4% | Not comparable |
| VITA-BenchSource | — | 47.9% | Not comparable |
| Gert LabsSource | — | 64.27% | Not comparable |
| ResearchClawBenchSource | — | 18.7% | Not comparable |
| AA AutomationBenchSource | — | 25.6% | Not comparable |
| AA ITBenchSource | — | 42.5% | Not comparable |
| aaTerminalBench21Source | — | 74.5% | Not comparable |
CodingQwen3.7 Max wins9 benchmarks
| Benchmark | Nemotron 3 Ultra | Qwen3.7 Max | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 71.9% | 80.4% | Qwen3.7 Max leads |
| SWE MultilingualSource | 67.7% | 78.3% | Qwen3.7 Max leads |
| SciCodeSource | 44.6% | 53.5% | Qwen3.7 Max leads |
| Terminal-Bench 2.0Source | 56.4% | 69.7% | Qwen3.7 Max leads |
| AA Coding IndexSource | 49.3% | 66.0% | Qwen3.7 Max leads |
| AA-SciCodeSource | 39.9% | 48.8% | Qwen3.7 Max leads |
| SWE-bench ProSource | — | 60.6% | Not comparable |
| NL2RepoSource | — | 47.2% | Not comparable |
| LiveCodeBenchSource | — | 91.6% | Not comparable |
ReasoningQwen3.7 Max wins4 benchmarks
KnowledgeQwen3.7 Max wins15 benchmarks
| Benchmark | Nemotron 3 Ultra | Qwen3.7 Max | Result |
|---|---|---|---|
| GPQASource | 87% | 92.4% | Qwen3.7 Max leads |
| GPQA-DSource | 87.0% | 92.4% | Qwen3.7 Max leads |
| HLESource | 26.7% | 41.4% | Qwen3.7 Max leads |
| HLE w/o toolsSource | 26.7% | — | Not comparable |
| MMLU-ProSource | 86.8% | 89.6% | Qwen3.7 Max leads |
| AA-Omniscience AccuracySource | 21.6% | 30.1% | Qwen3.7 Max leads |
| Artificial Analysis Intelligence IndexSource | 37.8% | 46.0% | Qwen3.7 Max leads |
| AA-GPQA DiamondSource | 86.7% | 92.3% | Qwen3.7 Max leads |
| AA-HLESource | 26.6% | 38.1% | Qwen3.7 Max leads |
| AA-Omniscience IndexSource | -0.8% | 14.1% | Qwen3.7 Max leads |
| AA-Omniscience Hallucination RateSource | 28.5% | 22.9% | Qwen3.7 Max leads |
| AA Openness IndexSource | 83.3% | — | Not comparable |
| MMLU-ReduxSource | — | 95% | Not comparable |
| SuperGPQASource | — | 73.6% | Not comparable |
| MMMLUSource | — | 90.3% | Not comparable |
Math3 benchmarks
MultilingualQwen3.7 Max wins5 benchmarks
Multimodal1 benchmarks
| Benchmark | Nemotron 3 Ultra | Qwen3.7 Max | Result |
|---|---|---|---|
| Design Arena WebsiteSource | 1129 | 1293 | Qwen3.7 Max leads |
Frequently Asked Questions (7)
Which is better, Nemotron 3 Ultra or Qwen3.7 Max?
Nemotron 3 Ultra and Qwen3.7 Max are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.
Which is better for knowledge tasks, Nemotron 3 Ultra or Qwen3.7 Max?
Qwen3.7 Max has the edge for knowledge tasks in this comparison, averaging 64.2 versus 53.8. Inside this category, AA-Omniscience Index is the benchmark that creates the most daylight between them.
Which is better for coding, Nemotron 3 Ultra or Qwen3.7 Max?
Qwen3.7 Max has the edge for coding in this comparison, averaging 77.9 versus 58.3. Inside this category, AA Coding Index is the benchmark that creates the most daylight between them.
Which is better for reasoning, Nemotron 3 Ultra or Qwen3.7 Max?
Qwen3.7 Max has the edge for reasoning in this comparison, averaging 90.4 versus 61.9. Inside this category, CritPt is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, Nemotron 3 Ultra or Qwen3.7 Max?
Qwen3.7 Max has the edge for agentic tasks in this comparison, averaging 69.7 versus 51.3. Inside this category, GDPval-AA is the benchmark that creates the most daylight between them.
Which is better for instruction following, Nemotron 3 Ultra or Qwen3.7 Max?
Qwen3.7 Max has the edge for instruction following in this comparison, averaging 84.4 versus 81.7. Inside this category, IFBench is the benchmark that creates the most daylight between them.
Which is better for multilingual tasks, Nemotron 3 Ultra or Qwen3.7 Max?
Qwen3.7 Max has the edge for multilingual tasks in this comparison, averaging 87 versus 83. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.
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