BenchLeader

GPT-6 Astra vs Nemotron 3 Ultra

Verdict
  • GPT-6 Astra (max) leads on quality: 70.9 vs 58.3.
  • GPT-6 Astra (max) is stronger in agents & tools, coding, composite, knowledge, maths, reasoning.
  • Nemotron 3 Ultra is stronger in instruction following, long context.
  • Nemotron 3 Ultra is 20× cheaper ($1.00 vs $20.00 per 1M blended).
  • Nemotron 3 Ultra streams 5.8× faster (156 vs 27 tokens per second).
MetricGPT-6 Astra (max)Nemotron 3 Ultra
BenchLeader Index70.958.3
Agents & tools score68.252.6
Coding score78.662.3
Composite score72.943.7
Knowledge score80.059.5
Maths score77.2
Reasoning score73.6
Instruction following score78.3
Long context score66.2
Blended price $/M$20.00$1.00
Output speed27 tok/s156 tok/s
Time to first answer337.3 s16.8 s
Context window1.1M1M
GPQA Diamond95.8%
FrontierMath Tiers 1–393.7%
FrontierMath Tier 497.6%
OTIS Mock AIME100.0%
SimpleQA Verified75.6%
Terminal-Bench58.2%
SciCode56.5%
FrontierCode53.3%
LMArena WebDev1796
LMArena Agent12.5
LiveBench82.2%67.4%
LiveBench Reasoning92.7%74.7%
LiveBench Coding80.4%70.7%
LiveBench Agentic Coding57.3%38.7%
LiveBench Mathematics96.8%88.7%
LiveBench Data Analysis83.0%54.5%
LiveBench Language89.4%70.8%
AA Intelligence Index23.4
IFBench81.4%
AA-LCR79.3%
AA-Omniscience-0.4
Terminal-Bench Hard36.4%
GPQA Diamond (AA)86.7%
Humanity's Last Exam (AA)28.4%
SciCode (AA)40.3%
τ²-Bench Telecom (AA)83.3%
LiveCodeBench86.0%
MMLU-Pro85.8%
LegalBench82.1%
CorpFin65.5%
TaxEval73.1%
Terminal-Bench 2.1 (Vals)87.3%50.9%
SWE-bench (Vals)69.0%
GPQA Diamond (Vals)86.1%
Vals Index66.627.4
ARC-AGI-197.5%
ARC-AGI-295.0%
ARC-AGI-398.6%

Data as of 2026-09-10. Best configuration of each model; every score links to its source on the model pages.

GPT-6 Astra vs Nemotron 3 Ultra: questions

Is GPT-6 Astra better than Nemotron 3 Ultra?
GPT-6 Astra (max) leads on quality: 70.9 vs 58.3. The BenchLeader Index combines every independent quality benchmark; GPT-6 Astra (max) is ahead overall as of 2026-09-10, but check the category scores for your use.
Is GPT-6 Astra better than Nemotron 3 Ultra for coding?
GPT-6 Astra scores higher in coding (79 vs 62 on the category index, where 50 is average).
Is GPT-6 Astra better than Nemotron 3 Ultra for agentic tasks?
GPT-6 Astra scores higher in agentic tasks (68 vs 53 on the category index, where 50 is average).
Which is cheaper, GPT-6 Astra or Nemotron 3 Ultra?
Nemotron 3 Ultra is cheaper: $1.00 against $20.00 per million tokens, blended at three input tokens per output token.
Which is faster, GPT-6 Astra or Nemotron 3 Ultra?
Nemotron 3 Ultra streams faster: 156 against 27 output tokens per second.
Which has the larger context window?
GPT-6 Astra accepts more context: 1.1M against 1M tokens.