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Model comparison

Nemotron Ultra 253B vs o1-pro

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

43.63/100
Margin
1.4pts
winning →
OpenAI
45.03/100
0 category wins0 category wins

Public leaderboard positions: Nemotron Ultra 253B #158 (Estimated); o1-pro #148 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Nemotron Ultra 253B and o1-pro share 1 comparable benchmark result. 0 of 8 categories are comparable. 10 results are unique to Nemotron Ultra 253B; 1 to o1-pro.

Updated July 24, 2026
Shared results
1
Nemotron Ultra 253B only
10
o1-pro only
1
Comparable categories
0 / 8

Benchmark data for Nemotron Ultra 253B and o1-pro is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

o1-pro is priced at $150.00 input / $600.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Nemotron Ultra 253B. o1-pro has the larger context window at 200K, compared with 32K for Nemotron Ultra 253B.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Nemotron Ultra 253B and o1-pro
CategoryNemotron Ultra 253BΔo1-pro
KnowledgeNemotron Ultra 253BNot measuredMarginNo overlapo1-pro79.0

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricNemotron Ultra 253Bo1-proComparison
Input / output priceUSD per 1M tokensNemotron Ultra 253B$0 input / $0 outputo1-pro$150 input / $600 outputNemotron Ultra 253B has the lower combined listed price.
Generation speedtokens per secondNemotron Ultra 253BNot availableo1-proNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenNemotron Ultra 253BNot availableo1-proNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensNemotron Ultra 253B32Ko1-pro200Ko1-pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkNemotron Ultra 253Bo1-proResult
τ²-bench resultsSource 11.4%Not comparable
Coding
BenchmarkNemotron Ultra 253Bo1-proResult
AA-SciCodeSource 34.7%Not comparable
Reasoning
BenchmarkNemotron Ultra 253Bo1-proResult
AA-LCRSource 7.3%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkNemotron Ultra 253Bo1-proResult
Artificial Analysis Intelligence IndexSource 9.1%18.9%o1-pro leads
AA-GPQA DiamondSource 72.8%Not comparable
AA-HLESource 8.1%Not comparable
AA-Omniscience IndexSource -45.5%Not comparable
AA-Omniscience AccuracySource 19.9%Not comparable
AA-Omniscience Hallucination RateSource 81.7%Not comparable
GPQASource 79%Not comparable
Inst. Following
BenchmarkNemotron Ultra 253Bo1-proResult
AA-IFBenchSource 38.2%Not comparable
Frequently Asked Questions (3)

Can I compare Nemotron Ultra 253B and o1-pro on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Nemotron Ultra 253B and o1-pro today?

Nemotron Ultra 253B: $0.00 input / $0.00 output per 1M tokens o1-pro: $150.00 input / $600.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 24, 2026