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Nemotron 3 Ultra vs Qwen3.5-122B-A10B

Nemotron 3 Ultra leads Qwen3.5-122B-A10B on the Artificial Analysis Intelligence Index, 22.9 to 17.7, at about the same output price ($2.40 vs $2.08 per million). Updated October 23, 2026; 39 benchmarks have a result for both.

Replace Nemotron 3 Ultra Replace Qwen3.5-122B-A10B
Nemotron 3 UltraNVIDIA
Coding
30.0
Overall
53.1
Output $/M
$2.40
36
Qwen3.5-122B-A10BQwen
Coding
No data
Overall
No data
Output $/M
$2.08
3
vs boards won of 39 shared

Nemotron 3 Ultra or Qwen3.5-122B-A10B: which to pick

Only Nemotron 3 Ultra has a coding score, 30.0 on the Vibe Coding Index; Qwen3.5-122B-A10B has none, so the two cannot be ranked on coding.

Pick Qwen3.5-122B-A10B for output tokens 1.2x cheaper ($2.08 vs $2.40 per million) and work measured by τ²-Bench Telecom or LMArena Text: Polish, where it leads.

Model ANemotron 3 UltraNVIDIA30.0/1003 independent benchmarksNo cost per solved taskModel BQwen3.5-122B-A10BQwenNot benchmarked1 independent benchmarkNo cost per solved task
Shared results
39
Nemotron 3 Ultra only
32
Qwen3.5-122B-A10B only
12
Like-for-like categories
7 of 9

Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.

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 Ultra 30.0 from 3 benchmarks, Qwen3.5-122B-A10B not benchmarked.
Widest category
Agentic work, 10.2 points apart on average over 1 shared benchmark.
Widest single gap
τ²-Bench Telecom: Nemotron 3 Ultra 83.3% against Qwen3.5-122B-A10B 93.6%, 10.2 points apart on a 0 to 100 scale.
Output price
Nemotron 3 Ultra $2.40 against Qwen3.5-122B-A10B $2.08 per million output tokens, 1.2x apart.
Context window
Both take 262K tokens.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

Boards won, where both have a result
CategoryNemotron 3 UltraBarsQwen3.5-122B-A10BTies
Coding50
Intelligence10
Agentic work01
Reasoning60
Math20
Knowledge40
General182
All shared boards363
CodingLike-for-likeSix of these boards feed the Vibe Coding Index50
Coding benchmarks for Nemotron 3 Ultra and Qwen3.5-122B-A10B
BenchmarkNemotron 3 UltraQwen3.5-122B-A10BLeader
LMArena WebDevNot measured1361Only Qwen3.5-122B-A10B measured
AA Coding Index49.343.3Nemotron 3 Ultra
LiveCodeBench (Vals AI)86.0%Not measuredOnly Nemotron 3 Ultra measured
SWE-bench Verified (Vals AI)69.0%Not measuredOnly Nemotron 3 Ultra measured
Vibe Code Bench (Vals AI)7.6%Not measuredOnly Nemotron 3 Ultra measured
Code migration (Vals AI)4.9%Not measuredOnly Nemotron 3 Ultra measured
ProgramBench (Vals AI)0.0%Not measuredOnly Nemotron 3 Ultra measured
Terminal-Bench 2.1 (Vals AI)50.9%Not measuredOnly Nemotron 3 Ultra measured
SciCode40.3%39.7%Nemotron 3 Ultra
Terminal-Bench Hard (Artificial Analysis run)36.4%31.1%Nemotron 3 Ultra
FrontierCode13.6%Not measuredOnly Nemotron 3 Ultra measured
WeirdML43.5%Not measuredOnly Nemotron 3 Ultra measured
LMArena Text: coding14671436Nemotron 3 Ultra
LMArena Text: software and IT14681436Nemotron 3 Ultra
LMArena WebDev: ReactNot measured1352Only Qwen3.5-122B-A10B measured
LMArena WebDev: HTMLNot measured1352Only Qwen3.5-122B-A10B measured
Neither model has a result on the other 27 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
Intelligence benchmarks for Nemotron 3 Ultra and Qwen3.5-122B-A10B
BenchmarkNemotron 3 UltraQwen3.5-122B-A10BLeader
AA Intelligence Index22.917.7Nemotron 3 Ultra
Epoch Capabilities Index146.0Not measuredOnly Nemotron 3 Ultra measured
Agentic workLike-for-likePublic boards, shown as published, kept out of the index01
Agentic work benchmarks for Nemotron 3 Ultra and Qwen3.5-122B-A10B
BenchmarkNemotron 3 UltraQwen3.5-122B-A10BLeader
AA Agentic Index20.1Not measuredOnly Nemotron 3 Ultra measured
Finance Agent (Vals AI)37.7%Not measuredOnly Nemotron 3 Ultra measured
Legal Research Bench (Vals AI)15.4%Not measuredOnly Nemotron 3 Ultra measured
Excel Modeling Benchmark (Vals AI)31.7%Not measuredOnly Nemotron 3 Ultra measured
τ²-Bench Telecom83.3%93.6%Qwen3.5-122B-A10B
APEX-Agents22.7%Not measuredOnly Nemotron 3 Ultra measured
MCP Atlas63.1%Not measuredOnly Nemotron 3 Ultra measured
Neither model has a result on the other 35 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index60
Reasoning benchmarks for Nemotron 3 Ultra and Qwen3.5-122B-A10B
BenchmarkNemotron 3 UltraQwen3.5-122B-A10BLeader
GPQA Diamond86.1%Not measuredOnly Nemotron 3 Ultra measured
GPQA Diamond (Artificial Analysis run)86.7%85.7%Nemotron 3 Ultra
Humanity's Last Exam (Artificial Analysis run)28.4%25.2%Nemotron 3 Ultra
GPQA Diamond (Epoch AI run)85.4%Not measuredOnly Nemotron 3 Ultra measured
Mystery game puzzles20.0%17.0%Nemotron 3 Ultra
LMArena Text: hard prompts14521421Nemotron 3 Ultra
LMArena Text: expert14721431Nemotron 3 Ultra
LMArena Text: hard prompts in English14531431Nemotron 3 Ultra
LMArena Vision: diagramsNot measured1249Only Qwen3.5-122B-A10B measured
LMArena Vision: homeworkNot measured1261Only Qwen3.5-122B-A10B measured
Neither model has a result on the other 13 boards here
MathLike-for-likePublic boards, shown as published, kept out of the index20
Math benchmarks for Nemotron 3 Ultra and Qwen3.5-122B-A10B
BenchmarkNemotron 3 UltraQwen3.5-122B-A10BLeader
OTIS Mock AIME86.7%Not measuredOnly Nemotron 3 Ultra measured
ProofBench2.0%Not measuredOnly Nemotron 3 Ultra measured
LMArena Text: math14571431Nemotron 3 Ultra
LMArena Text: mathematical work14621431Nemotron 3 Ultra
Neither model has a result on the other 10 boards here
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index40
Knowledge benchmarks for Nemotron 3 Ultra and Qwen3.5-122B-A10B
BenchmarkNemotron 3 UltraQwen3.5-122B-A10BLeader
MMLU Pro85.8%Not measuredOnly Nemotron 3 Ultra measured
LegalBench (Vals AI)82.1%Not measuredOnly Nemotron 3 Ultra measured
CorpFin (Vals AI)65.5%Not measuredOnly Nemotron 3 Ultra measured
TaxEval (Vals AI)73.1%Not measuredOnly Nemotron 3 Ultra measured
MedCode (Vals AI)38.6%Not measuredOnly Nemotron 3 Ultra measured
LMArena Text: science14651433Nemotron 3 Ultra
LMArena Text: medicine and healthcare14551423Nemotron 3 Ultra
LMArena Text: legal and government14531422Nemotron 3 Ultra
LMArena Text: business and finance14351414Nemotron 3 Ultra
Neither model has a result on the other 11 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index8 boards, none shared
Web design benchmarks for Nemotron 3 Ultra and Qwen3.5-122B-A10B
BenchmarkNemotron 3 UltraQwen3.5-122B-A10BLeader
Design Arena: websites1145Not measuredOnly Nemotron 3 Ultra measured
Design Arena: UI components1135Not measuredOnly Nemotron 3 Ultra measured
Design Arena: game dev1138Not measuredOnly Nemotron 3 Ultra measured
Design Arena: data viz1142Not measuredOnly Nemotron 3 Ultra measured
Design Arena: 3D1132Not measuredOnly Nemotron 3 Ultra measured
Design Arena: all code categories1146Not measuredOnly Nemotron 3 Ultra measured
Design Arena: SVG1069Not measuredOnly Nemotron 3 Ultra measured
Design Arena: ASCII art1100Not measuredOnly Nemotron 3 Ultra measured
Neither model has a result on the other 1 board here
GeneralLike-for-likePublic boards, shown as published, kept out of the index182
General benchmarks for Nemotron 3 Ultra and Qwen3.5-122B-A10B
BenchmarkNemotron 3 UltraQwen3.5-122B-A10BLeader
IFBench81.4%75.7%Nemotron 3 Ultra
Long context reasoning (AA-LCR)79.3%76.3%Nemotron 3 Ultra
DTBench90.1%84.3%Nemotron 3 Ultra
LMCA36.9%32.2%Nemotron 3 Ultra
LMArena Text14451418Nemotron 3 Ultra
LMArena Text: instruction following14181400Nemotron 3 Ultra
LMArena Text: creative writing13981368Nemotron 3 Ultra
LMArena VisionNot measured1244Only Qwen3.5-122B-A10B measured
LMArena Text: English14541428Nemotron 3 Ultra
LMArena Text: non-English14271401Nemotron 3 Ultra
LMArena Text: Chinese14981463Nemotron 3 Ultra
LMArena Text: German14741425Nemotron 3 Ultra
LMArena Text: JapaneseNot measured1367Only Qwen3.5-122B-A10B measured
LMArena Text: Korean13851353Nemotron 3 Ultra
LMArena Text: French14731443Nemotron 3 Ultra
LMArena Text: Spanish14541425Nemotron 3 Ultra
LMArena Text: Russian14171400Nemotron 3 Ultra
LMArena Text: Polish13851399Qwen3.5-122B-A10B
LMArena Text: multi-turn14111417Qwen3.5-122B-A10B
LMArena Text: longer queries14371411Nemotron 3 Ultra
LMArena Text: writing and language14051387Nemotron 3 Ultra
LMArena Text: entertainment and media13971366Nemotron 3 Ultra
LMArena Vision: EnglishNot measured1249Only Qwen3.5-122B-A10B measured
LMArena Vision: ChineseNot measured1301Only Qwen3.5-122B-A10B measured
LMArena Vision: reading textNot measured1251Only Qwen3.5-122B-A10B measured
LMArena Vision: humorNot measured1243Only Qwen3.5-122B-A10B measured
LMArena Vision: creative writingNot measured1220Only Qwen3.5-122B-A10B measured
Neither model has a result on the other 21 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Nemotron 3 Ultra and Qwen3.5-122B-A10B
BenchmarkNemotron 3 UltraQwen3.5-122B-A10BLeader
Neither model has a result on 5 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 Ultra$0.0018Fits in one request
Qwen3.5-122B-A10B$0.0013Fits in one request

Qwen3.5-122B-A10B costs less

Repository review

50K input + 3K output tokens

Nemotron 3 Ultra$0.037Fits in one request
Qwen3.5-122B-A10B$0.019Fits in one request

Qwen3.5-122B-A10B costs less

Agent loop

200K input + 10K output tokens

Nemotron 3 Ultra$0.144Fits in one request
Qwen3.5-122B-A10B$0.073Fits in one request

Qwen3.5-122B-A10B 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 Ultra and Qwen3.5-122B-A10B
SpecificationNVIDIA Nemotron 3 UltraQwen3.5-122B-A10B
MakerNVIDIAQwen
WeightsOpen weightsOpen weights
ReleasedJune 4, 2026February 25, 2026
Context window262K262K
Input $/Mtok$0.60$0.26
Output $/Mtok$2.40$2.08
Coding index30.0Not benchmarked
Independent measurements behind it31
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Nemotron 3 Ultra better than Qwen3.5-122B-A10B for coding?

Only Nemotron 3 Ultra has a coding score, 30.0 on the Vibe Coding Index; Qwen3.5-122B-A10B has none, so the two cannot be ranked on coding. Pick Qwen3.5-122B-A10B for output tokens 1.2x cheaper ($2.08 vs $2.40 per million) and work measured by τ²-Bench Telecom or LMArena Text: Polish, where it leads.

Which is cheaper, Nemotron 3 Ultra or Qwen3.5-122B-A10B?

Nemotron 3 Ultra costs $0.60 per million input tokens and $2.40 per million output tokens; Qwen3.5-122B-A10B costs $0.26 and $2.08. Cost per solved task is known for neither of them.

Which has the bigger context window, Nemotron 3 Ultra or Qwen3.5-122B-A10B?

Neither: both take 262K tokens.

How many benchmarks is the Nemotron 3 Ultra vs Qwen3.5-122B-A10B comparison based on?

39 benchmarks have a result for both models as of October 23, 2026. Nemotron 3 Ultra's coding index rests on 3 independent benchmarks and Qwen3.5-122B-A10B's on 1. Where only one model has a result, the page says so instead of naming a winner.

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