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Model comparison

Claude 4 Sonnet vs GPT-4o mini

Data verified

Head-to-head evidence from 6 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

41.92/100
Margin
4.8pts
← winning
37.14/100
0 category wins0 category wins

Public leaderboard positions: Claude 4 Sonnet #168 (Supported); GPT-4o mini #192 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude 4 Sonnet and GPT-4o mini share 6 comparable benchmark results. 0 of 8 categories are comparable. 10 results are unique to Claude 4 Sonnet; 4 to GPT-4o mini.

Updated July 24, 2026
Shared results
6
Claude 4 Sonnet only
10
GPT-4o mini only
4
Comparable categories
0 / 8

Benchmark data for Claude 4 Sonnet and GPT-4o mini is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 6 shared benchmark results across 4 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 $0.15 input / $0.60 output per 1M tokens for GPT-4o mini. Claude 4 Sonnet has the larger context window at 200K, compared with 128K for GPT-4o mini.

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-4o mini
CategoryClaude 4 SonnetΔGPT-4o mini
CodingClaude 4 Sonnet72.7MarginNo overlapGPT-4o miniNot measured

Operational comparison

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

MetricClaude 4 SonnetGPT-4o miniComparison
Input / output priceUSD per 1M tokensClaude 4 Sonnet$3 input / $15 outputGPT-4o mini$0.15 input / $0.6 outputGPT-4o mini has the lower combined listed price.
Generation speedtokens per secondClaude 4 Sonnet40 tok/sGPT-4o mini33 tok/sClaude 4 Sonnet has the higher measured throughput.
First-answer latencyseconds to first tokenClaude 4 Sonnet1.33 sGPT-4o mini3.16 sClaude 4 Sonnet reaches the first token sooner.
Context windowmaximum listed tokensClaude 4 Sonnet200KGPT-4o mini128KClaude 4 Sonnet lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude 4 SonnetGPT-4o miniResult
τ²-bench resultsSource 52.3%Not comparable
Gert LabsSource 39.66%Not comparable
JobBenchSource 18.4%Not comparable
AA Agentic IndexSource 1.0%Not comparable
GDPval-AASource 0.0%Not comparable
GDPval-AASource 241Not comparable
Coding
BenchmarkClaude 4 SonnetGPT-4o miniResult
SWE-bench VerifiedSource 72.7%Not comparable
AA-SciCodeSource 37.3%22.9%Claude 4 Sonnet leads
AA Coding IndexSource 11.4%Not comparable
Reasoning
BenchmarkClaude 4 SonnetGPT-4o miniResult
AA-LCRSource 44.3%Not comparable
CritPtSource 1.1%Not comparable
Knowledge
BenchmarkClaude 4 SonnetGPT-4o miniResult
Artificial Analysis Intelligence IndexSource 25.5%6.9%Claude 4 Sonnet leads
AA-GPQA DiamondSource 68.3%42.6%Claude 4 Sonnet leads
AA-HLESource 4.0%4.0%Tie
AA-Omniscience IndexSource -9.2%Not comparable
AA-Omniscience AccuracySource 22.4%Not comparable
AA-Omniscience Hallucination RateSource 40.8%Not comparable
Multimodal
BenchmarkClaude 4 SonnetGPT-4o miniResult
AA-MMMU-ProSource 62.4%41.5%Claude 4 Sonnet leads
Design Arena WebsiteSource 1175Not comparable
Inst. Following
BenchmarkClaude 4 SonnetGPT-4o miniResult
AA-IFBenchSource 45.4%31.0%Claude 4 Sonnet leads
Frequently Asked Questions (3)

Can I compare Claude 4 Sonnet and GPT-4o mini 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-4o mini today?

Claude 4 Sonnet: $3.00 input / $15.00 output per 1M tokens GPT-4o mini: $0.15 input / $0.60 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 24, 2026