Model comparison

Grok 4.6 vs Nemotron 3 Ultra

Grok 4.6 is the stronger model overall, scoring 56.9 to 42.5 on the Noometry Index. Nemotron 3 Ultra costs 3.2× less per token, which makes it the better buy when Grok 4.6's lead doesn't matter for your workload.

Last verified . 29 shared benchmarks.

Grok 4.6 xAI

56.9

Rank #21 Confirmed

Nemotron 3 Ultra NVIDIA

42.5

Rank #113 Confirmed

Summary

  • They share 29 benchmarks with published results for both. Grok 4.6 scores higher in 7 categories and Nemotron 3 Ultra in 2 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in math, where Grok 4.6 leads 67.0 to 35.3.
  • The biggest single-benchmark swing is ProofBench: 51% for Grok 4.6 and 2% for Nemotron 3 Ultra.
  • Nemotron 3 Ultra is cheaper at $0.50 / $2.20 per million input/output tokens, against $2 / $6 for Grok 4.6.
  • Grok 4.6 accepts more context: 500K tokens versus 262K.
  • Nemotron 3 Ultra has downloadable open weights; the other is API-only.

Side by side

Grok 4.6 and Nemotron 3 Ultra specifications
Grok 4.6Nemotron 3 Ultra
ProviderxAINVIDIA
Noometry Index56.942.5
Released2026-08-122026-06-04
WeightsProprietaryOpen
Context window500K262K
Max output500K128K
Input $ / M tokens$2$0.50
Output $ / M tokens$6$2.20
Results tracked4930

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Category by category

Coding Grok 4.6 leads

Grok 4.6: 58.5 (#16), Nemotron 3 Ultra: 38.1 (#182)

Coding benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
FrontierCode48%13.6%
SciCode56.5%40.3%
WeirdML67.3%43.5%
LMArena Coding14651468
DeepSWE67.5%—
CursorBench41.4%—
LMArena WebDev1617—
FrontierSWE25.3%—
ALE-Bench1,508—

Agentic & Tool Use Grok 4.6 leads

Grok 4.6: 39.4 (#27), Nemotron 3 Ultra: 23.4 (#126)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
APEX-Agents65.3%22.7%
GDP.pdf17.2%—
Vending-Bench 29,047—

Reasoning Grok 4.6 leads

Grok 4.6: 61.4 (#20), Nemotron 3 Ultra: 31.0 (#82)

Reasoning benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
CritPt19.7%3.1%
Chess Puzzles40%12%
LMArena Hard Prompts14471452
Mystery Game Puzzles34%20%
DTBench97.3%90.1%
LMCA48.5%36.9%
Epoch Capabilities Index156.44146.17
ARC-AGI-267.1%—
SimpleBench75.9%—
NYT Connections (extended)80%—
ARC-AGI-187.5%—
EBR-Bench30.5%—

Math Grok 4.6 leads

Grok 4.6: 67.0 (#24), Nemotron 3 Ultra: 35.3 (#187)

Math benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
OTIS Mock AIME 2024-202599.2%86.7%
ProofBench51%2%
LMArena Math14231457
FrontierMath (Tiers 1-3)66%—
FrontierMath Tier 431.7%—

Knowledge Grok 4.6 leads

Grok 4.6: 63.3 (#20), Nemotron 3 Ultra: 52.5 (#61)

Knowledge benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
GPQA Diamond94%85.4%
LMArena Expert14671472
SimpleQA Verified49.3%—

Multimodal Not comparable

Grok 4.6: 43.6 (#23), Nemotron 3 Ultra: —

Multimodal benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
LMArena Vision1263—
Blueprint-Bench 233.2%—
Furniture Assembly40%—
LMArena Document1452—

Multilingual Too close to call

Grok 4.6: 53.0 (#74), Nemotron 3 Ultra: 53.5 (#64)

Multilingual benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
LMArena Non-English14201427
LMArena Chinese14801497
LMArena French14611472
LMArena German14311471
LMArena Korean13971386
LMArena Russian14221417
LMArena Spanish14041454
LMArena Japanese1376—

Instruction Following Too close to call

Grok 4.6: 75.4 (#63), Nemotron 3 Ultra: 74.7 (#88)

Instruction Following benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
LMArena Instruction Following14311418

Long Context Too close to call

Grok 4.6: 44.5 (#66), Nemotron 3 Ultra: 43.9 (#81)

Long Context benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
LMArena Longer Query14541437

Writing & Preference Nemotron 3 Ultra leads

Grok 4.6: 62.3 (#80), Nemotron 3 Ultra: 66.3 (#36)

Writing & Preference benchmarks
BenchmarkGrok 4.6Nemotron 3 Ultra
LMArena Text14281445
LMArena Creative Writing14281398
LMArena Multi-Turn14251411
EQ-Bench Creative Writing—1692

Frequently asked questions

Is Grok 4.6 better than Nemotron 3 Ultra?

Grok 4.6 is the stronger model overall, scoring 56.9 to 42.5 on the Noometry Index. Nemotron 3 Ultra costs 3.2× less per token, which makes it the better buy when Grok 4.6's lead doesn't matter for your workload.

Which is cheaper, Grok 4.6 or Nemotron 3 Ultra?

Nemotron 3 Ultra is cheaper. It lists at $0.50 per million input tokens and $2.20 per million output tokens; Grok 4.6 lists at $2 and $6.

Is Grok 4.6 or Nemotron 3 Ultra better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 38.1 in the Noometry coding category.

Which has the bigger context window?

Grok 4.6 does, with 500K tokens against 262K.

How many benchmarks do Grok 4.6 and Nemotron 3 Ultra share?

29 benchmarks have published results for both models. Grok 4.6 has 49 scored results on Noometry and Nemotron 3 Ultra has 30.

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