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Model comparison

Claude 4 Sonnet vs GPT-OSS 120B

Data verified

Head-to-head evidence from 13 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

42.79/100
Margin
7.3pts
winning →
50.08/100
0 category wins0 category wins

Public leaderboard positions: Claude 4 Sonnet #158 (Supported); GPT-OSS 120B #116 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude 4 Sonnet and GPT-OSS 120B share 13 comparable benchmark results. 0 of 8 categories are comparable. 3 results are unique to Claude 4 Sonnet; 13 to GPT-OSS 120B.

Updated July 22, 2026
Shared results
13
Claude 4 Sonnet only
3
GPT-OSS 120B only
13
Comparable categories
0 / 8

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

Confidence note. This is a partial-evidence comparison with 13 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.

Claude 4 Sonnet is priced at $3.00 input / $15.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for GPT-OSS 120B. Claude 4 Sonnet has the larger context window at 200K, 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 Claude 4 Sonnet and GPT-OSS 120B
CategoryClaude 4 SonnetΔGPT-OSS 120B
CodingClaude 4 Sonnet72.7MarginNo overlapGPT-OSS 120BNot measured

Operational comparison

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

MetricClaude 4 SonnetGPT-OSS 120BComparison
Input / output priceUSD per 1M tokensClaude 4 Sonnet$3 input / $15 outputGPT-OSS 120B$0 input / $0 outputGPT-OSS 120B has the lower combined listed price.
Generation speedtokens per secondClaude 4 Sonnet40 tok/sGPT-OSS 120B262 tok/sGPT-OSS 120B has the higher measured throughput.
First-answer latencyseconds to first tokenClaude 4 Sonnet1.33 sGPT-OSS 120B0.79 sGPT-OSS 120B reaches the first token sooner.
Context windowmaximum listed tokensClaude 4 Sonnet200KGPT-OSS 120B128KClaude 4 Sonnet lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude 4 SonnetGPT-OSS 120BResult
τ²-bench resultsSource 52.3%65.8%GPT-OSS 120B leads
Gert LabsSource 39.66%29.61%Claude 4 Sonnet leads
JobBenchSource 18.4%Not comparable
AA Agentic IndexSource 13.2%Not comparable
APEX-Agents-AASource 3.1%Not comparable
GDPval-AASource 15.0%Not comparable
GDPval-AASource 799Not comparable
AA EnterpriseOps-GymSource 25.5%Not comparable
AA ITBenchSource 5.6%Not comparable
Coding
BenchmarkClaude 4 SonnetGPT-OSS 120BResult
SWE-bench VerifiedSource 72.7%Not comparable
AA-SciCodeSource 37.3%38.9%GPT-OSS 120B leads
React Native EvalsSource 71.6%Not comparable
AA Coding IndexSource 30.4%Not comparable
AA LiveCodeBenchSource 87.8%Not comparable
Reasoning
BenchmarkClaude 4 SonnetGPT-OSS 120BResult
AA-LCRSource 44.3%50.7%GPT-OSS 120B leads
CritPtSource 1.1%1.1%Tie
Knowledge
BenchmarkClaude 4 SonnetGPT-OSS 120BResult
Artificial Analysis Intelligence IndexSource 25.5%23.8%Claude 4 Sonnet leads
AA-GPQA DiamondSource 68.3%78.2%GPT-OSS 120B leads
AA-HLESource 4.0%18.5%GPT-OSS 120B leads
AA-Omniscience IndexSource -9.2%-50.0%Claude 4 Sonnet leads
AA-Omniscience AccuracySource 22.4%21.5%Claude 4 Sonnet leads
AA-Omniscience Hallucination RateSource 40.8%91.2%Claude 4 Sonnet leads
AA Openness IndexSource 38.9%Not comparable
AA MMLU-ProSource 80.8%Not comparable
Math
BenchmarkClaude 4 SonnetGPT-OSS 120BResult
AA AIME 2025Source 93.4%Not comparable
Multilingual
BenchmarkClaude 4 SonnetGPT-OSS 120BResult
AA Global-MMLU-LiteSource 82.8%Not comparable
Multimodal
BenchmarkClaude 4 SonnetGPT-OSS 120BResult
AA-MMMU-ProSource 62.4%Not comparable
Design Arena WebsiteSource 1175998Claude 4 Sonnet leads
Inst. Following
BenchmarkClaude 4 SonnetGPT-OSS 120BResult
AA-IFBenchSource 45.4%69.0%GPT-OSS 120B leads
Frequently Asked Questions (3)

Can I compare Claude 4 Sonnet and GPT-OSS 120B 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 Claude 4 Sonnet and GPT-OSS 120B today?

Claude 4 Sonnet: $3.00 input / $15.00 output per 1M tokens GPT-OSS 120B: $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 22, 2026

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