Model comparison

Nemotron 3.5 Lightning vs Qwen3.8 Max

Qwen3.8 Max is the stronger model overall, scoring 56.8 to 40.0 on the Noometry Index. Nemotron 3.5 Lightning costs 34× less per token, which makes it the better buy when Qwen3.8 Max's lead doesn't matter for your workload.

Last verified . 17 shared benchmarks.

Nemotron 3.5 Lightning NVIDIA

40.0

Rank #155 Confirmed

Qwen3.8 Max Alibaba (Qwen)

56.8

Rank #22 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Nemotron 3.5 Lightning scores higher in 0 categories and Qwen3.8 Max in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where Qwen3.8 Max leads 73.2 to 37.5.
  • Nemotron 3.5 Lightning is cheaper at $0.05 / $0.20 per million input/output tokens, against $2 / $6 for Qwen3.8 Max.
  • Qwen3.8 Max accepts more context: 1M tokens versus 262K.
  • Nemotron 3.5 Lightning has downloadable open weights; the other is API-only.

Side by side

Nemotron 3.5 Lightning and Qwen3.8 Max specifications
Nemotron 3.5 LightningQwen3.8 Max
ProviderNVIDIAAlibaba (Qwen)
Noometry Index40.056.8
Released2026-08-112026-08-02
WeightsOpenProprietary
Context window262K1M
Max output262K131K
Input $ / M tokens$0.05$2
Output $ / M tokens$0.20$6
Results tracked1839

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Category by category

Coding Qwen3.8 Max leads

Nemotron 3.5 Lightning: 40.4 (#141), Qwen3.8 Max: 53.5 (#29)

Coding benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
LMArena Coding13751502
DeepSWE—57.5%
LMArena WebDev—1674
FrontierSWE—17.8%
SciCode—53.2%

Agentic & Tool Use Not comparable

Nemotron 3.5 Lightning: —, Qwen3.8 Max: 45.4 (#14)

Agentic & Tool Use benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
APEX-Agents—63.3%
τ²-bench Banking—55.1%
GDP.pdf—23.2%

Reasoning Qwen3.8 Max leads

Nemotron 3.5 Lightning: 26.8 (#127), Qwen3.8 Max: 54.4 (#26)

Reasoning benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
LMArena Hard Prompts13371496
NYT Connections (extended)—88.3%
CritPt—20%
Chess Puzzles—40%
Mystery Game Puzzles—38%
DTBench—92%
LMCA—46.2%
Epoch Capabilities Index—156.41

Math Qwen3.8 Max leads

Nemotron 3.5 Lightning: 37.5 (#155), Qwen3.8 Max: 73.2 (#20)

Math benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
LMArena Math13591499
FrontierMath (Tiers 1-3)—74.7%
FrontierMath Tier 4—46.3%
OTIS Mock AIME 2024-2025—100%
ProofBench—58%

Knowledge Qwen3.8 Max leads

Nemotron 3.5 Lightning: 37.5 (#154), Qwen3.8 Max: 61.7 (#27)

Knowledge benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
LMArena Expert13561507
GPQA Diamond—92.7%
SimpleQA Verified—47.3%

Multimodal Not comparable

Nemotron 3.5 Lightning: —, Qwen3.8 Max: 37.2 (#75)

Multimodal benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
LMArena Vision—1314
Furniture Assembly—20%

Multilingual Qwen3.8 Max leads

Nemotron 3.5 Lightning: 44.0 (#180), Qwen3.8 Max: 56.7 (#18)

Multilingual benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
LMArena Non-English12951472
LMArena Chinese13591538
LMArena French13661503
LMArena German12821483
LMArena Japanese12061467
LMArena Korean12381461
LMArena Russian12531481
LMArena Spanish13451492

Instruction Following Qwen3.8 Max leads

Nemotron 3.5 Lightning: 69.6 (#170), Qwen3.8 Max: 77.6 (#17)

Instruction Following benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
LMArena Instruction Following13181479

Long Context Qwen3.8 Max leads

Nemotron 3.5 Lightning: 39.9 (#165), Qwen3.8 Max: 45.6 (#31)

Long Context benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
LMArena Longer Query13141489

Writing & Preference Qwen3.8 Max leads

Nemotron 3.5 Lightning: 48.5 (#201), Qwen3.8 Max: 67.1 (#30)

Writing & Preference benchmarks
BenchmarkNemotron 3.5 LightningQwen3.8 Max
LMArena Text13271483
LMArena Creative Writing12541479
LMArena Multi-Turn13281489
EQ-Bench Creative Writing1280—

Frequently asked questions

Is Nemotron 3.5 Lightning better than Qwen3.8 Max?

Qwen3.8 Max is the stronger model overall, scoring 56.8 to 40.0 on the Noometry Index. Nemotron 3.5 Lightning costs 34× less per token, which makes it the better buy when Qwen3.8 Max's lead doesn't matter for your workload.

Which is cheaper, Nemotron 3.5 Lightning or Qwen3.8 Max?

Nemotron 3.5 Lightning is cheaper. It lists at $0.05 per million input tokens and $0.20 per million output tokens; Qwen3.8 Max lists at $2 and $6.

Is Nemotron 3.5 Lightning or Qwen3.8 Max better for coding?

Qwen3.8 Max scores higher on coding benchmarks: 53.5 versus 40.4 in the Noometry coding category.

Which has the bigger context window?

Qwen3.8 Max does, with 1M tokens against 262K.

How many benchmarks do Nemotron 3.5 Lightning and Qwen3.8 Max share?

17 benchmarks have published results for both models. Nemotron 3.5 Lightning has 18 scored results on Noometry and Qwen3.8 Max has 39.

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