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Nemotron 3.5 Content Safety vs Sonar

Nemotron 3.5 Content Safety costs 5.0x less per output token than Sonar ($0.20 vs $1.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

Nemotron 3.5 Content SafetyNVIDIA
Coding
No data
Overall
No data
Output $/M
$0.20
SonarPerplexity
Coding
No data
Overall
No data
Output $/M
$1.00
vs $0.20 vs $1.00 per 1M output tokens. Nemotron 3.5 Content Safety is 5.0x cheaper.

Nemotron 3.5 Content Safety or Sonar: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Pick Nemotron 3.5 Content Safety for output tokens 5.0x cheaper ($0.20 vs $1.00 per million) and a larger context window (131K against 127K tokens).

No benchmark has tested both yet. Nemotron 3.5 Content Safety has none yet; Sonar on LiveCodeBench (Artificial Analysis run), AA Intelligence Index and GPQA Diamond (Artificial Analysis run). Compare them on price and context instead.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
Nemotron 3.5 Content Safety not benchmarked, Sonar not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
Nemotron 3.5 Content Safety $0.20 against Sonar $1.00 per million output tokens, 5.0x apart.
Context window
Nemotron 3.5 Content Safety takes 131K tokens, Sonar 127K.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

CodingDirectional onlySix of these boards feed the Vibe Coding Index1 board measured
Coding benchmarks for Nemotron 3.5 Content Safety and Sonar
BenchmarkNemotron 3.5 Content SafetySonarLeader
LiveCodeBench (Artificial Analysis run)Not measured29.5%Only Sonar measured
Neither model has a result on the other 38 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for Nemotron 3.5 Content Safety and Sonar
BenchmarkNemotron 3.5 Content SafetySonarLeader
AA Intelligence IndexNot measured7.7Only Sonar measured
Neither model has a result on the other 1 board here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Reasoning benchmarks for Nemotron 3.5 Content Safety and Sonar
BenchmarkNemotron 3.5 Content SafetySonarLeader
GPQA Diamond (Artificial Analysis run)Not measured47.1%Only Sonar measured
Humanity's Last Exam (Artificial Analysis run)Not measured4.9%Only Sonar measured
Neither model has a result on the other 20 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Knowledge benchmarks for Nemotron 3.5 Content Safety and Sonar
BenchmarkNemotron 3.5 Content SafetySonarLeader
MMLU Pro (Artificial Analysis run)Not measured68.9%Only Sonar measured
Neither model has a result on the other 17 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

Nemotron 3.5 Content Safety$0.0003Fits in one request
Sonar$0.0015Fits in one request

Nemotron 3.5 Content Safety costs less

Repository review

50K input + 3K output tokens

Nemotron 3.5 Content Safety$0.011Fits in one request
Sonar$0.053Fits in one request

Nemotron 3.5 Content Safety costs less

Agent loop

200K input + 10K output tokens

Nemotron 3.5 Content Safety$0.042Exceeds the context window
Sonar$0.210Exceeds the context window

Nemotron 3.5 Content Safety costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of Nemotron 3.5 Content Safety and Sonar
SpecificationNVIDIA Nemotron 3.5 Content SafetyPerplexity Sonar
MakerNVIDIAPerplexity
WeightsOpen weightsNo public weights listed
ReleasedJune 4, 2026January 27, 2025
Context window131K127K
Input $/Mtok$0.20$1.00
Output $/Mtok$0.20$1.00
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Nemotron 3.5 Content Safety better than Sonar for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Nemotron 3.5 Content Safety for output tokens 5.0x cheaper ($0.20 vs $1.00 per million) and a larger context window (131K against 127K tokens).

Which is cheaper, Nemotron 3.5 Content Safety or Sonar?

Nemotron 3.5 Content Safety costs $0.20 per million input tokens and $0.20 per million output tokens; Sonar costs $1.00 and $1.00. Cost per solved task is known for neither of them.

Which has the bigger context window, Nemotron 3.5 Content Safety or Sonar?

Nemotron 3.5 Content Safety, with 131K tokens against 127K.

Has any benchmark tested both Nemotron 3.5 Content Safety and Sonar?

No benchmark has tested both yet. Nemotron 3.5 Content Safety has none yet; Sonar on LiveCodeBench (Artificial Analysis run), AA Intelligence Index and GPQA Diamond (Artificial Analysis run). Compare them on price and context instead. Data as of October 21, 2026.

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