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Model comparison

GPT-4o vs GPT-OSS 120B

Data verified

Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

OpenAI
41.49/100
Margin
8.6pts
winning →
50.08/100
0 category wins0 category wins

Public leaderboard positions: GPT-4o #165 (Supported); GPT-OSS 120B #116 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-4o and GPT-OSS 120B share 12 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to GPT-4o; 15 to GPT-OSS 120B.

Updated July 20, 2026
Shared results
12
GPT-4o only
1
GPT-OSS 120B only
15
Comparable categories
0 / 8

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

Confidence note. This is a partial-evidence comparison with 12 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.

GPT-4o is priced at $2.50 input / $10.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens 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-4o and GPT-OSS 120B
CategoryGPT-4oΔGPT-OSS 120B
MathGPT-4o0.3MarginNo overlapGPT-OSS 120BNot measured

Operational comparison

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

MetricGPT-4oGPT-OSS 120BComparison
Input / output priceUSD per 1M tokensGPT-4o$2.5 input / $10 outputGPT-OSS 120B$0 input / $0 outputGPT-OSS 120B has the lower combined listed price.
Generation speedtokens per secondGPT-4o131 tok/sGPT-OSS 120B262 tok/sGPT-OSS 120B has the higher measured throughput.
First-answer latencyseconds to first tokenGPT-4o0.81 sGPT-OSS 120B0.79 sGPT-OSS 120B reaches the first token sooner.
Context windowmaximum listed tokensGPT-4o128KGPT-OSS 120B128KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkGPT-4oGPT-OSS 120BResult
τ²-bench resultsSource 25.1%65.8%GPT-OSS 120B leads
AA Agentic IndexSource 13.2%Not comparable
APEX-Agents-AASource 3.1%Not comparable
GDPval-AASource 15.0%Not comparable
GDPval-AASource 799Not comparable
Gert LabsSource 29.61%Not comparable
AA EnterpriseOps-GymSource 25.5%Not comparable
AA Harvey LABSource 0.0%Not comparable
AA ITBenchSource 5.6%Not comparable
Coding
BenchmarkGPT-4oGPT-OSS 120BResult
AA-SciCodeSource 33.3%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
BenchmarkGPT-4oGPT-OSS 120BResult
AA-LCRSource 0.0%50.7%GPT-OSS 120B leads
CritPtSource 0.0%1.1%GPT-OSS 120B leads
Knowledge
BenchmarkGPT-4oGPT-OSS 120BResult
Artificial Analysis Intelligence IndexSource 11.2%23.8%GPT-OSS 120B leads
AA-GPQA DiamondSource 54.3%78.2%GPT-OSS 120B leads
AA-HLESource 3.3%18.5%GPT-OSS 120B leads
AA-Omniscience IndexSource -10.7%-50.0%GPT-4o leads
AA-Omniscience AccuracySource 19.7%21.5%GPT-OSS 120B leads
AA-Omniscience Hallucination RateSource 37.9%91.2%GPT-4o leads
AA Openness IndexSource 38.9%Not comparable
AA MMLU-ProSource 80.8%Not comparable
Math
BenchmarkGPT-4oGPT-OSS 120BResult
FrontierMath v2 (Tiers 1-3)Source 0.345%Not comparable
AA AIME 2025Source 93.4%Not comparable
Multilingual
BenchmarkGPT-4oGPT-OSS 120BResult
AA Global-MMLU-LiteSource 82.8%Not comparable
Multimodal
BenchmarkGPT-4oGPT-OSS 120BResult
Design Arena WebsiteSource 8641000GPT-OSS 120B leads
Inst. Following
BenchmarkGPT-4oGPT-OSS 120BResult
AA-IFBenchSource 34.3%69.0%GPT-OSS 120B leads
Frequently Asked Questions (3)

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

GPT-4o: $2.50 input / $10.00 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.

Related Comparisons

Last updated: July 20, 2026

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