Model comparison

Claude Opus 4.8 vs Nemotron 3 Ultra

Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 42.5 on the Noometry Index. Nemotron 3 Ultra costs 11× less per token, which makes it the better buy when Claude Opus 4.8's lead doesn't matter for your workload.

Last verified . 30 shared benchmarks.

Claude Opus 4.8 Anthropic

60.7

Rank #13 Confirmed

Nemotron 3 Ultra NVIDIA

42.5

Rank #113 Confirmed

Summary

  • They share 30 benchmarks with published results for both. Claude Opus 4.8 scores higher in 9 categories and Nemotron 3 Ultra in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Opus 4.8 leads 78.4 to 35.3.
  • The biggest single-benchmark swing is ProofBench: 69% for Claude Opus 4.8 and 2% for Nemotron 3 Ultra.
  • Nemotron 3 Ultra is cheaper at $0.50 / $2.20 per million input/output tokens, against $5 / $25 for Claude Opus 4.8.
  • Claude Opus 4.8 accepts more context: 1M tokens versus 262K.
  • Nemotron 3 Ultra has downloadable open weights; the other is API-only.

Side by side

Claude Opus 4.8 and Nemotron 3 Ultra specifications
Claude Opus 4.8Nemotron 3 Ultra
ProviderAnthropicNVIDIA
Noometry Index60.742.5
Released2026-05-282026-06-04
WeightsProprietaryOpen
Context window1M262K
Max output128K128K
Input $ / M tokens$5$0.50
Output $ / M tokens$25$2.20
Results tracked6530

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Category by category

Coding Claude Opus 4.8 leads

Claude Opus 4.8: 59.9 (#12), Nemotron 3 Ultra: 38.1 (#182)

Coding benchmarks
BenchmarkClaude Opus 4.8Nemotron 3 Ultra
FrontierCode46.5%13.6%
SciCode53.5%40.3%
WeirdML82.9%43.5%
LMArena Coding14901468
DeepSWE59%—
LMArena WebDev1556—
GSO47.1%—
ALE-Bench1,564—

Agentic & Tool Use Claude Opus 4.8 leads

Claude Opus 4.8: 47.6 (#11), Nemotron 3 Ultra: 23.4 (#126)

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4.8Nemotron 3 Ultra
APEX-Agents48.9%22.7%
OSWorld 2.020.6%—
Remote Labor Index8.3%—
τ²-bench Banking39.7%—
DeepResearch Bench50.2%—
PostTrainBench33.8%—
GBAEval70.9%—
GDP.pdf24%—
LMArena Search1204—
Vending-Bench 25,787—

Reasoning Claude Opus 4.8 leads

Claude Opus 4.8: 64.7 (#16), Nemotron 3 Ultra: 31.0 (#82)

Reasoning benchmarks
BenchmarkClaude Opus 4.8Nemotron 3 Ultra
CritPt20.9%3.1%
Chess Puzzles34%12%
LMArena Hard Prompts14821452
Mystery Game Puzzles36%20%
DTBench94.9%90.1%
LMCA57.5%36.9%
Epoch Capabilities Index158.21146.17
ARC-AGI-272.1%—
SimpleBench64.8%—
Kagi LLM Benchmark88.8%—
NYT Connections (extended)91.1%—
ARC-AGI-192.5%—
EnigmaEval23.5%—
EBR-Bench28.6%—
Surface Evolver Bench87.5%—
Bench to the Future 30.14—
ForecastBench59.9—

Math Claude Opus 4.8 leads

Claude Opus 4.8: 78.4 (#13), Nemotron 3 Ultra: 35.3 (#187)

Knowledge Claude Opus 4.8 leads

Claude Opus 4.8: 61.3 (#29), Nemotron 3 Ultra: 52.5 (#61)

Knowledge benchmarks
BenchmarkClaude Opus 4.8Nemotron 3 Ultra
GPQA Diamond91%85.4%
LMArena Expert15021472
SimpleQA Verified53%—

Multimodal Not comparable

Claude Opus 4.8: 42.9 (#26), Nemotron 3 Ultra: —

Multimodal benchmarks
BenchmarkClaude Opus 4.8Nemotron 3 Ultra
LMArena Vision1294—
Blueprint-Bench 214.5%—
Furniture Assembly42.5%—
LMArena Document1475—

Multilingual Claude Opus 4.8 leads

Claude Opus 4.8: 55.2 (#33), Nemotron 3 Ultra: 53.5 (#64)

Multilingual benchmarks
BenchmarkClaude Opus 4.8Nemotron 3 Ultra
LMArena Non-English14501427
LMArena Chinese15071497
LMArena French14811472
LMArena German14721471
LMArena Korean14321386
LMArena Russian14741417
LMArena Spanish14661454
LMArena Japanese1440—

Instruction Following Claude Opus 4.8 leads

Claude Opus 4.8: 77.4 (#24), Nemotron 3 Ultra: 74.7 (#88)

Instruction Following benchmarks
BenchmarkClaude Opus 4.8Nemotron 3 Ultra
LMArena Instruction Following14761418

Long Context Claude Opus 4.8 leads

Claude Opus 4.8: 45.4 (#35), Nemotron 3 Ultra: 43.9 (#81)

Long Context benchmarks
BenchmarkClaude Opus 4.8Nemotron 3 Ultra
LMArena Longer Query14831437

Writing & Preference Claude Opus 4.8 leads

Claude Opus 4.8: 72.0 (#16), Nemotron 3 Ultra: 66.3 (#36)

Writing & Preference benchmarks
BenchmarkClaude Opus 4.8Nemotron 3 Ultra
LMArena Text14611445
LMArena Creative Writing14541398
EQ-Bench Creative Writing18401692
LMArena Multi-Turn14761411
EQ-Bench 41281—

Frequently asked questions

Is Claude Opus 4.8 better than Nemotron 3 Ultra?

Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 42.5 on the Noometry Index. Nemotron 3 Ultra costs 11× less per token, which makes it the better buy when Claude Opus 4.8's lead doesn't matter for your workload.

Which is cheaper, Claude Opus 4.8 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; Claude Opus 4.8 lists at $5 and $25.

Is Claude Opus 4.8 or Nemotron 3 Ultra better for coding?

Claude Opus 4.8 scores higher on coding benchmarks: 59.9 versus 38.1 in the Noometry coding category.

Which has the bigger context window?

Claude Opus 4.8 does, with 1M tokens against 262K.

How many benchmarks do Claude Opus 4.8 and Nemotron 3 Ultra share?

30 benchmarks have published results for both models. Claude Opus 4.8 has 65 scored results on Noometry and Nemotron 3 Ultra has 30.

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