Model comparison

Nemotron 3.5 Lightning vs Sonar

Nemotron 3.5 Lightning is the stronger model overall, scoring 40.0 to 38.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

Nemotron 3.5 Lightning NVIDIA

40.0

Rank #155 Confirmed

Sonar Perplexity

38.5

Rank #187 Confirmed

Summary

  • The widest gap is in reasoning, where Nemotron 3.5 Lightning leads 26.8 to 21.1.
  • Nemotron 3.5 Lightning is cheaper at $0.05 / $0.20 per million input/output tokens, against $1 / $1 for Sonar.
  • Nemotron 3.5 Lightning accepts more context: 262K tokens versus 128K.
  • Nemotron 3.5 Lightning has downloadable open weights; the other is API-only.

Side by side

Nemotron 3.5 Lightning and Sonar specifications
Nemotron 3.5 LightningSonar
ProviderNVIDIAPerplexity
Noometry Index40.038.5
Released2026-08-112024-01-01
WeightsOpenProprietary
Context window262K128K
Max output262K4K
Input $ / M tokens$0.05$1
Output $ / M tokens$0.20$1
Results tracked187

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Category by category

Coding Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 40.4 (#141), Sonar: 35.7 (#221)

Coding benchmarks
BenchmarkNemotron 3.5 LightningSonar
LiveBench Coding—35.1%
LMArena Coding1375—

Reasoning Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 26.8 (#127), Sonar: 21.1 (#227)

Reasoning benchmarks
BenchmarkNemotron 3.5 LightningSonar
LiveBench Reasoning—46.3%
LMArena Hard Prompts1337—
LiveBench Data Analysis—37.9%
LiveBench—46.9%

Math Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 37.5 (#155), Sonar: 33.7 (#200)

Math benchmarks
BenchmarkNemotron 3.5 LightningSonar
LiveBench Math—41.6%
LMArena Math1359—

Knowledge Not comparable

Nemotron 3.5 Lightning: 37.5 (#154), Sonar: —

Knowledge benchmarks
BenchmarkNemotron 3.5 LightningSonar
LMArena Expert1356—

Multilingual Not comparable

Nemotron 3.5 Lightning: 44.0 (#180), Sonar: —

Multilingual benchmarks
BenchmarkNemotron 3.5 LightningSonar
LMArena Non-English1295—
LMArena Chinese1359—
LMArena French1366—
LMArena German1282—
LMArena Japanese1206—
LMArena Korean1238—
LMArena Russian1253—
LMArena Spanish1345—

Instruction Following Sonar leads

Nemotron 3.5 Lightning: 69.6 (#170), Sonar: 71.4 (#150)

Instruction Following benchmarks
BenchmarkNemotron 3.5 LightningSonar
LiveBench Instruction Following—76.2%
LMArena Instruction Following1318—

Long Context Not comparable

Nemotron 3.5 Lightning: 39.9 (#165), Sonar: —

Long Context benchmarks
BenchmarkNemotron 3.5 LightningSonar
LMArena Longer Query1314—

Writing & Preference Sonar leads

Nemotron 3.5 Lightning: 48.5 (#201), Sonar: 52.6 (#167)

Writing & Preference benchmarks
BenchmarkNemotron 3.5 LightningSonar
LMArena Text1327—
LMArena Creative Writing1254—
EQ-Bench Creative Writing1280—
LMArena Multi-Turn1328—
LiveBench Language—44.1%

Frequently asked questions

Is Nemotron 3.5 Lightning better than Sonar?

Nemotron 3.5 Lightning is the stronger model overall, scoring 40.0 to 38.5 on the Noometry Index.

Which is cheaper, Nemotron 3.5 Lightning or Sonar?

Nemotron 3.5 Lightning is cheaper. It lists at $0.05 per million input tokens and $0.20 per million output tokens; Sonar lists at $1 and $1.

Is Nemotron 3.5 Lightning or Sonar better for coding?

Nemotron 3.5 Lightning scores higher on coding benchmarks: 40.4 versus 35.7 in the Noometry coding category.

Which has the bigger context window?

Nemotron 3.5 Lightning does, with 262K tokens against 128K.

How many benchmarks do Nemotron 3.5 Lightning and Sonar share?

0 benchmarks have published results for both models. Nemotron 3.5 Lightning has 18 scored results on Noometry and Sonar has 7.

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