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GPT-5.4 Pro vs Nemotron 3.5 Super VL

Nemotron 3.5 Super VL costs 360.0x less per output token than GPT-5.4 Pro ($0.50 vs $180.00 per million). Updated October 22, 2026; no benchmark has tested both models yet.

GPT-5.4 ProOpenAI
Coding
No data
Overall
No data
Output $/M
$180.00
Nemotron 3.5 Super VLNVIDIA
Coding
No data
Overall
35.6
Output $/M
$0.50
vs $180.00 vs $0.50 per 1M output tokens. Nemotron 3.5 Super VL is 360.0x cheaper.

GPT-5.4 Pro or Nemotron 3.5 Super VL: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Pick GPT-5.4 Pro for a larger context window (1.05M against 1.05M tokens).

No benchmark has tested both yet. GPT-5.4 Pro has results on WeirdML, Epoch Capabilities Index and GPQA Diamond (Epoch AI run); Nemotron 3.5 Super VL on LiveBench coding, SciCode and AA Intelligence Index. Compare them on price and context instead.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
GPT-5.4 Pro not benchmarked, Nemotron 3.5 Super VL not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
GPT-5.4 Pro $180.00 against Nemotron 3.5 Super VL $0.50 per million output tokens, 360.0x apart.
Context window
GPT-5.4 Pro takes 1.05M tokens, Nemotron 3.5 Super VL 1.05M.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

CodingDirectional onlySix of these boards feed the Vibe Coding Index3 boards measured
Coding benchmarks for GPT-5.4 Pro and Nemotron 3.5 Super VL
BenchmarkGPT-5.4 ProNemotron 3.5 Super VLLeader
LiveBench codingNot measured65.5%Only Nemotron 3.5 Super VL measured
SciCodeNot measured47.8%Only Nemotron 3.5 Super VL measured
WeirdML57.4%Not measuredOnly GPT-5.4 Pro measured
Neither model has a result on the other 40 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Intelligence benchmarks for GPT-5.4 Pro and Nemotron 3.5 Super VL
BenchmarkGPT-5.4 ProNemotron 3.5 Super VLLeader
AA Intelligence IndexNot measured26.5Only Nemotron 3.5 Super VL measured
Epoch Capabilities Index159.6Not measuredOnly GPT-5.4 Pro measured
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
Agentic work benchmarks for GPT-5.4 Pro and Nemotron 3.5 Super VL
BenchmarkGPT-5.4 ProNemotron 3.5 Super VLLeader
LiveBench researchNot measured70.9%Only Nemotron 3.5 Super VL measured
LiveBench browserNot measured4.0%Only Nemotron 3.5 Super VL measured
LiveBench long agenticNot measured15.8%Only Nemotron 3.5 Super VL measured
Neither model has a result on the other 39 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index7 boards measured
Reasoning benchmarks for GPT-5.4 Pro and Nemotron 3.5 Super VL
BenchmarkGPT-5.4 ProNemotron 3.5 Super VLLeader
LiveBench reasoningNot measured78.8%Only Nemotron 3.5 Super VL measured
Humanity's Last Exam (Artificial Analysis run)Not measured30.7%Only Nemotron 3.5 Super VL measured
GPQA Diamond (Epoch AI run)94.6%Not measuredOnly GPT-5.4 Pro measured
ARC-AGI94.5%Not measuredOnly GPT-5.4 Pro measured
ARC-AGI-283.3%Not measuredOnly GPT-5.4 Pro measured
SimpleBench74.1%Not measuredOnly GPT-5.4 Pro measured
Chess puzzles59.0%Not measuredOnly GPT-5.4 Pro measured
Neither model has a result on the other 16 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
Math benchmarks for GPT-5.4 Pro and Nemotron 3.5 Super VL
BenchmarkGPT-5.4 ProNemotron 3.5 Super VLLeader
FrontierMath, tiers 1 to 382.5%Not measuredOnly GPT-5.4 Pro measured
FrontierMath, tier 458.5%Not measuredOnly GPT-5.4 Pro measured
MathArena52.5%Not measuredOnly GPT-5.4 Pro measured
Neither model has a result on the other 11 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Knowledge benchmarks for GPT-5.4 Pro and Nemotron 3.5 Super VL
BenchmarkGPT-5.4 ProNemotron 3.5 Super VLLeader
SimpleQA Verified46.3%Not measuredOnly GPT-5.4 Pro measured
Neither model has a result on the other 19 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index6 boards measured
Web design benchmarks for GPT-5.4 Pro and Nemotron 3.5 Super VL
BenchmarkGPT-5.4 ProNemotron 3.5 Super VLLeader
Design Arena: websitesNot measured1173Only Nemotron 3.5 Super VL measured
Design Arena: UI componentsNot measured1149Only Nemotron 3.5 Super VL measured
Design Arena: game devNot measured1110Only Nemotron 3.5 Super VL measured
Design Arena: 3DNot measured1128Only Nemotron 3.5 Super VL measured
Design Arena: all code categoriesNot measured1154Only Nemotron 3.5 Super VL measured
LiveBench designNot measured60.7%Only Nemotron 3.5 Super VL measured
Neither model has a result on the other 3 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
General benchmarks for GPT-5.4 Pro and Nemotron 3.5 Super VL
BenchmarkGPT-5.4 ProNemotron 3.5 Super VLLeader
LiveBench data analysisNot measured64.6%Only Nemotron 3.5 Super VL measured
Long context reasoning (AA-LCR)Not measured69.0%Only Nemotron 3.5 Super VL measured
MultiChallenge69.2%Not measuredOnly GPT-5.4 Pro measured
Neither model has a result on the other 45 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

GPT-5.4 Pro$0.120Fits in one request
Nemotron 3.5 Super VL$0.0004Fits in one request

Nemotron 3.5 Super VL costs less

Repository review

50K input + 3K output tokens

GPT-5.4 Pro$2.04Fits in one request
Nemotron 3.5 Super VL$0.0090Fits in one request

Nemotron 3.5 Super VL costs less

Agent loop

200K input + 10K output tokens

GPT-5.4 Pro$7.80Fits in one request
Nemotron 3.5 Super VL$0.035Fits in one request

Nemotron 3.5 Super VL costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of GPT-5.4 Pro and Nemotron 3.5 Super VL
SpecificationOpenAI GPT-5.4 ProNVIDIA Nemotron 3.5 Super VL
MakerOpenAINVIDIA
WeightsNo public weights listedOpen weights
ReleasedMarch 5, 2026October 15, 2026
Context window1.05M1.05M
Input $/Mtok$30.00$0.15
Output $/Mtok$180.00$0.50
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it01
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-5.4 Pro better than Nemotron 3.5 Super VL for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick GPT-5.4 Pro for a larger context window (1.05M against 1.05M tokens).

Which is cheaper, GPT-5.4 Pro or Nemotron 3.5 Super VL?

GPT-5.4 Pro costs $30.00 per million input tokens and $180.00 per million output tokens; Nemotron 3.5 Super VL costs $0.15 and $0.50. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-5.4 Pro or Nemotron 3.5 Super VL?

GPT-5.4 Pro, with 1.05M tokens against 1.05M.

Has any benchmark tested both GPT-5.4 Pro and Nemotron 3.5 Super VL?

No benchmark has tested both yet. GPT-5.4 Pro has results on WeirdML, Epoch Capabilities Index and GPQA Diamond (Epoch AI run); Nemotron 3.5 Super VL on LiveBench coding, SciCode and AA Intelligence Index. Compare them on price and context instead. Data as of October 22, 2026.

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