GPT-5.4 nano vs Llama 4 Scout

Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.

Benchmark data for one or both models is coming soon. This page currently shows metadata and pricing where BenchLM has it, and score-level comparisons will populate as public benchmark results land.

BenchLM does not have sourced benchmark coverage for GPT-5.4 nano yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

GPT-5.4 nano is priced at $0.20 input / $1.25 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Llama 4 Scout. Llama 4 Scout has the larger context window at 10M, compared with 400K for GPT-5.4 nano.

Quick Verdict

Benchmark data for GPT-5.4 nano and Llama 4 Scout is coming soon on BenchLM.

Agentic

Coming soon

Benchmark data for this category is coming soon.

Coding

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
HumanEval
39%
Coming soon
LiveCodeBench
32.8%

Multimodal & Grounded

Coming soon

Benchmark data for this category is coming soon.

Reasoning

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
SimpleQA
45%
Coming soon
MuSR
43%

Knowledge

GPT-5.4 nano

GPT-5.4 nano

82.8

Llama 4 Scout

61.4

82.8%
GPQA
57.2%
Coming soon
MMLU
47%
Coming soon
SuperGPQA
44%
Coming soon
OpenBookQA
42%
Coming soon
MMLU-Pro
74.3%

Instruction Following

Coming soon

Benchmark data for this category is coming soon.

Multilingual

Coming soon

Benchmark data for this category is coming soon.

Mathematics

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
AIME 2023
47%
Coming soon
AIME 2024
49%
Coming soon
AIME 2025
48%
Coming soon
HMMT Feb 2023
43%
Coming soon
HMMT Feb 2024
45%
Coming soon
HMMT Feb 2025
44%
Coming soon
BRUMO 2025
46%

Frequently Asked Questions

Can I compare GPT-5.4 nano and Llama 4 Scout 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 nano and Llama 4 Scout today?

GPT-5.4 nano: $0.20 input / $1.25 output per 1M tokens Llama 4 Scout: $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.

Last updated: March 17, 2026

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