Model comparison

GPT-5.6 Sol vs Nemotron 3 Ultra

GPT-5.6 Sol is the stronger model overall, scoring 65.0 to 42.5 on the Noometry Index. Nemotron 3 Ultra costs 8.6× less per token, which makes it the better buy when GPT-5.6 Sol's lead doesn't matter for your workload.

Last verified . 30 shared benchmarks.

GPT-5.6 Sol OpenAI

65.0

Rank #7 Confirmed

Nemotron 3 Ultra NVIDIA

42.5

Rank #113 Confirmed

Summary

  • They share 30 benchmarks with published results for both. GPT-5.6 Sol 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 GPT-5.6 Sol leads 85.6 to 35.3.
  • The biggest single-benchmark swing is ProofBench: 83% for GPT-5.6 Sol and 2% for Nemotron 3 Ultra.
  • Nemotron 3 Ultra is cheaper at $0.50 / $2.20 per million input/output tokens, against $4 / $20 for GPT-5.6 Sol.
  • GPT-5.6 Sol accepts more context: 1.05M tokens versus 262K.
  • Nemotron 3 Ultra has downloadable open weights; the other is API-only.

Side by side

GPT-5.6 Sol and Nemotron 3 Ultra specifications
GPT-5.6 SolNemotron 3 Ultra
ProviderOpenAINVIDIA
Noometry Index65.042.5
Released2026-07-092026-06-04
WeightsProprietaryOpen
Context window1.05M262K
Max output128K128K
Input $ / M tokens$4$0.50
Output $ / M tokens$20$2.20
Results tracked6530

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Category by category

Coding GPT-5.6 Sol leads

GPT-5.6 Sol: 65.1 (#7), Nemotron 3 Ultra: 38.1 (#182)

Coding benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
FrontierCode47.5%13.6%
SciCode57.1%40.3%
WeirdML89.4%43.5%
LMArena Coding14981468
DeepSWE72.7%—
CursorBench41.7%—
LMArena WebDev1618—
FrontierSWE32.2%—
GSO76.5%—
MirrorCode20%—
ALE-Bench2,177—

Agentic & Tool Use GPT-5.6 Sol leads

GPT-5.6 Sol: 50.3 (#7), Nemotron 3 Ultra: 23.4 (#126)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
APEX-Agents51.4%22.7%
OSWorld 2.027.3%—
τ²-bench Banking46.9%—
PostTrainBench36.2%—
BALROG60%—
GBAEval52.6%—
GDP.pdf30.7%—
LMArena Search1257—
Vending-Bench 29,619—

Reasoning GPT-5.6 Sol leads

GPT-5.6 Sol: 74.8 (#8), Nemotron 3 Ultra: 31.0 (#82)

Reasoning benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
CritPt32.3%3.1%
Chess Puzzles64%12%
LMArena Hard Prompts14841452
Mystery Game Puzzles58%20%
DTBench96%90.1%
LMCA59.2%36.9%
Epoch Capabilities Index161.66146.17
ARC-AGI-292.5%—
SimpleBench71.7%—
Kagi LLM Benchmark67%—
NYT Connections (extended)93.8%—
ARC-AGI-197.5%—
EnigmaEval37.1%—
EBR-Bench44.8%—
Surface Evolver Bench93.1%—
Bench to the Future 30.14—

Math GPT-5.6 Sol leads

GPT-5.6 Sol: 85.6 (#9), Nemotron 3 Ultra: 35.3 (#187)

Math benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
OTIS Mock AIME 2024-2025100%86.7%
ProofBench83%2%
LMArena Math14741457
FrontierMath (Tiers 1-3)89.1%—
FrontierMath Tier 482.9%—
FrontierMath Erdős0%—

Knowledge GPT-5.6 Sol leads

GPT-5.6 Sol: 64.3 (#18), Nemotron 3 Ultra: 52.5 (#61)

Knowledge benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
GPQA Diamond93.5%85.4%
LMArena Expert15161472
SimpleQA Verified69.7%—
Vectara Hallucination Rate12.4%—

Multimodal Not comparable

GPT-5.6 Sol: 48.6 (#9), Nemotron 3 Ultra: —

Multimodal benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
LMArena Vision1281—
Blueprint-Bench 233.6%—
Furniture Assembly56.7%—
LMArena Document1483—

Multilingual GPT-5.6 Sol leads

GPT-5.6 Sol: 55.3 (#32), Nemotron 3 Ultra: 53.5 (#64)

Multilingual benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
LMArena Non-English14521427
LMArena Chinese15271497
LMArena French14771472
LMArena German14761471
LMArena Korean14421386
LMArena Russian14681417
LMArena Spanish14411454
LMArena Japanese1471—

Instruction Following GPT-5.6 Sol leads

GPT-5.6 Sol: 77.7 (#16), Nemotron 3 Ultra: 74.7 (#88)

Instruction Following benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
LMArena Instruction Following14821418

Long Context GPT-5.6 Sol leads

GPT-5.6 Sol: 45.4 (#42), Nemotron 3 Ultra: 43.9 (#81)

Long Context benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
LMArena Longer Query14801437

Writing & Preference GPT-5.6 Sol leads

GPT-5.6 Sol: 73.3 (#12), Nemotron 3 Ultra: 66.3 (#36)

Writing & Preference benchmarks
BenchmarkGPT-5.6 SolNemotron 3 Ultra
LMArena Text14571445
LMArena Creative Writing14481398
EQ-Bench Creative Writing19721692
LMArena Multi-Turn14601411
EQ-Bench 41250—

Frequently asked questions

Is GPT-5.6 Sol better than Nemotron 3 Ultra?

GPT-5.6 Sol is the stronger model overall, scoring 65.0 to 42.5 on the Noometry Index. Nemotron 3 Ultra costs 8.6× less per token, which makes it the better buy when GPT-5.6 Sol's lead doesn't matter for your workload.

Which is cheaper, GPT-5.6 Sol 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; GPT-5.6 Sol lists at $4 and $20.

Is GPT-5.6 Sol or Nemotron 3 Ultra better for coding?

GPT-5.6 Sol scores higher on coding benchmarks: 65.1 versus 38.1 in the Noometry coding category.

Which has the bigger context window?

GPT-5.6 Sol does, with 1.05M tokens against 262K.

How many benchmarks do GPT-5.6 Sol and Nemotron 3 Ultra share?

30 benchmarks have published results for both models. GPT-5.6 Sol has 65 scored results on Noometry and Nemotron 3 Ultra has 30.

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