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Model comparison

GPT-OSS 120B vs Llama 4 Maverick

Data verified

Head-to-head evidence from 16 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

50.08/100
Margin
26.6pts
← winning
23.49/100
0 category wins0 category wins

Public leaderboard positions: GPT-OSS 120B #116 (Supported); Llama 4 Maverick #191 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-OSS 120B and Llama 4 Maverick share 16 comparable benchmark results. 0 of 8 categories are comparable. 10 results are unique to GPT-OSS 120B; 2 to Llama 4 Maverick.

Updated July 22, 2026
Shared results
16
GPT-OSS 120B only
10
Llama 4 Maverick only
2
Comparable categories
0 / 8

Benchmark data for GPT-OSS 120B and Llama 4 Maverick is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 16 shared benchmark results across 6 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.

Llama 4 Maverick has the larger context window at 1M, compared with 128K for GPT-OSS 120B.

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 GPT-OSS 120B and Llama 4 Maverick
CategoryGPT-OSS 120BΔLlama 4 Maverick
MathGPT-OSS 120BNot measuredMarginNo overlapLlama 4 Maverick0.7

Operational comparison

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

MetricGPT-OSS 120BLlama 4 MaverickComparison
Input / output priceUSD per 1M tokensGPT-OSS 120B$0 input / $0 outputLlama 4 Maverick$0 input / $0 outputListed prices are equal.
Generation speedtokens per secondGPT-OSS 120B262 tok/sLlama 4 Maverick121 tok/sGPT-OSS 120B has the higher measured throughput.
First-answer latencyseconds to first tokenGPT-OSS 120B0.79 sLlama 4 Maverick0.95 sGPT-OSS 120B reaches the first token sooner.
Context windowmaximum listed tokensGPT-OSS 120B128KLlama 4 Maverick1MLlama 4 Maverick lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-OSS 120BLlama 4 MaverickResult
AA Agentic IndexSource 13.2%1.3%GPT-OSS 120B leads
APEX-Agents-AASource 3.1%Not comparable
τ²-bench resultsSource 65.8%17.8%GPT-OSS 120B leads
GDPval-AASource 15.0%0.0%GPT-OSS 120B leads
GDPval-AASource 799-16GPT-OSS 120B leads
Gert LabsSource 29.61%Not comparable
AA EnterpriseOps-GymSource 25.5%Not comparable
AA ITBenchSource 5.6%Not comparable
Coding
BenchmarkGPT-OSS 120BLlama 4 MaverickResult
React Native EvalsSource 71.6%Not comparable
AA Coding IndexSource 30.4%16.3%GPT-OSS 120B leads
AA-SciCodeSource 38.9%33.1%GPT-OSS 120B leads
AA LiveCodeBenchSource 87.8%Not comparable
Reasoning
BenchmarkGPT-OSS 120BLlama 4 MaverickResult
AA-LCRSource 50.7%46.0%GPT-OSS 120B leads
CritPtSource 1.1%0.0%GPT-OSS 120B leads
Knowledge
BenchmarkGPT-OSS 120BLlama 4 MaverickResult
Artificial Analysis Intelligence IndexSource 23.8%14.3%GPT-OSS 120B leads
AA-GPQA DiamondSource 78.2%67.1%GPT-OSS 120B leads
AA-HLESource 18.5%4.8%GPT-OSS 120B leads
AA-Omniscience IndexSource -50.0%-41.8%Llama 4 Maverick leads
AA-Omniscience AccuracySource 21.5%24.3%Llama 4 Maverick leads
AA-Omniscience Hallucination RateSource 91.2%87.3%Llama 4 Maverick leads
AA Openness IndexSource 38.9%Not comparable
AA MMLU-ProSource 80.8%Not comparable
Math
BenchmarkGPT-OSS 120BLlama 4 MaverickResult
AA AIME 2025Source 93.4%Not comparable
FrontierMath v2 (Tiers 1-3)Source 0.690%Not comparable
Multilingual
BenchmarkGPT-OSS 120BLlama 4 MaverickResult
AA Global-MMLU-LiteSource 82.8%Not comparable
Multimodal
BenchmarkGPT-OSS 120BLlama 4 MaverickResult
Design Arena WebsiteSource 998901GPT-OSS 120B leads
AA-MMMU-ProSource 62.1%Not comparable
Inst. Following
BenchmarkGPT-OSS 120BLlama 4 MaverickResult
AA-IFBenchSource 69.0%43.0%GPT-OSS 120B leads
Frequently Asked Questions (3)

Can I compare GPT-OSS 120B and Llama 4 Maverick 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-OSS 120B and Llama 4 Maverick today?

GPT-OSS 120B: $0.00 input / $0.00 output per 1M tokens Llama 4 Maverick: $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.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

GPT-OSS 120B
API / mo$0
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Llama 4 Maverick
API / mo$0
Self-host / mo$2,610
Break-even
Model the full break-even

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Last updated: July 22, 2026

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