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Model comparison

GPT-5.4 Pro vs Nemotron 3 Super 100B

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
60.89/100
Margin
10.8pts
← winning
50.08/100
0 category wins0 category wins

Public leaderboard positions: GPT-5.4 Pro #44 (Estimated); Nemotron 3 Super 100B #117 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.4 Pro and Nemotron 3 Super 100B share 0 comparable benchmark results. 0 of 8 categories are comparable. 12 results are unique to GPT-5.4 Pro; 1 to Nemotron 3 Super 100B.

Updated July 23, 2026
Shared results
0
GPT-5.4 Pro only
12
Nemotron 3 Super 100B only
1
Comparable categories
0 / 8

Benchmark data for GPT-5.4 Pro and Nemotron 3 Super 100B is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 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.

GPT-5.4 Pro is priced at $30.00 input / $180.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Nemotron 3 Super 100B. GPT-5.4 Pro has the larger context window at 1.05M, compared with 1M for Nemotron 3 Super 100B.

Operational comparison

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

MetricGPT-5.4 ProNemotron 3 Super 100BComparison
Input / output priceUSD per 1M tokensGPT-5.4 Pro$30 input / $180 outputNemotron 3 Super 100B$0 input / $0 outputNemotron 3 Super 100B has the lower combined listed price.
Generation speedtokens per secondGPT-5.4 Pro74 tok/sNemotron 3 Super 100B367 tok/sNemotron 3 Super 100B has the higher measured throughput.
First-answer latencyseconds to first tokenGPT-5.4 Pro151.79 sNemotron 3 Super 100B0.71 sNemotron 3 Super 100B reaches the first token sooner.
Context windowmaximum listed tokensGPT-5.4 Pro1.05MNemotron 3 Super 100B1MGPT-5.4 Pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.4 ProNemotron 3 Super 100BResult
BrowseCompSource 89.3%Not comparable
Claw-EvalSource 5.5%Not comparable
Reasoning
BenchmarkGPT-5.4 ProNemotron 3 Super 100BResult
ARC-AGI-2Source 83.3%Not comparable
CritPtSource 30.0%Not comparable
Knowledge
BenchmarkGPT-5.4 ProNemotron 3 Super 100BResult
HLESource 58.7%Not comparable
FrontierScienceSource 36.7%Not comparable
FrontierScience ResearchSource 36.7%Not comparable
HLE w/o toolsSource 42.7%Not comparable
Math
BenchmarkGPT-5.4 ProNemotron 3 Super 100BResult
IPhO 2025 (Theory)Source 93.5%Not comparable
FrontierMath (legacy)Source 50%Not comparable
FrontierMath v2 (Tiers 1-3)Source 50.000%Not comparable
FrontierMath v2 (Tier 4)Source 37.500%Not comparable
Multimodal
BenchmarkGPT-5.4 ProNemotron 3 Super 100BResult
MMMU-ProSource 94%Not comparable
Frequently Asked Questions (3)

Can I compare GPT-5.4 Pro and Nemotron 3 Super 100B 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 GPT-5.4 Pro and Nemotron 3 Super 100B today?

GPT-5.4 Pro: $30.00 input / $180.00 output per 1M tokens Nemotron 3 Super 100B: $0.00 input / $0.00 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 23, 2026

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