GPT-5.4vsClaude Opus 4.6

Across 12 shared benchmarks, GPT-5.4 leads overall: GPT-5.4 wins 8, Claude Opus 4.6 wins 3, with 1 ties and an average score difference of +0.25.

OpenAI
GPT-5.4

OpenAI · 2026-03-05 · Multimodal model

Anthropic
Claude Opus 4.6

Anthropic · 2026-02-05 · Reasoning model

GPT-5.48 wins(67%)Ties1(25%)3 winsClaude Opus 4.6

Benchmark scores

Grouped by capability, sorted by largest gap within each. 12 shared benchmarks.

General Knowledge

GPT-5.4 3/5
BenchmarkGPT-5.4Claude Opus 4.6Diff
ARC-AGI-277.107 / 59Normal (No Tools)66.3015 / 59Extended (no tools)+10.80
ARC-AGI93.707 / 65Normal (No Tools)9211 / 65Extended (no tools)+1.70
GPQA Diamond92.8010 / 178极高强度思考(无工具)91.3114 / 178Extended (no tools)+1.49
HLE52.1014 / 157极高强度思考(工具)5311 / 157Extended (with tools, internet)-0.90
ARC-AGI-304 / 6Thinking High (No Tools)01 / 6最高(无工具)

AI Agent - Tool Usage

GPT-5.4 2/2
BenchmarkGPT-5.4Claude Opus 4.6Diff
Terminal Bench 2.075.104 / 46极高强度思考(工具)65.4011 / 46Extended (with tools)+9.70
OSWorld-Verified757 / 18极高强度思考(工具)72.709 / 18Extended (with tools)+2.30

Math and Reasoning

GPT-5.4 2/2
BenchmarkGPT-5.4Claude Opus 4.6Diff
FrontierMath47.605 / 60极高强度思考(无工具)40.707 / 60最高(无工具)+6.90
FrontierMath - Tier 427.1011 / 80极高强度思考(无工具)22.9012 / 80最高(无工具)+4.20

Agent Level Benchmark

Claude Opus 4.6 1/1
BenchmarkGPT-5.4Claude Opus 4.6Diff
τ²-Bench - Telecom64.3030 / 35Normal (With Tools)99.252 / 35Extended (with tools)-34.95

AI Agent - Information Search

Claude Opus 4.6 1/1
BenchmarkGPT-5.4Claude Opus 4.6Diff
BrowseComp82.7011 / 45极高强度思考(工具)847 / 45Thinking (With Tools + Internet)-1.30

Claw-style Agent Evaluation

GPT-5.4 1/1
BenchmarkGPT-5.4Claude Opus 4.6Diff
Pinch Bench90.501 / 37Thinking (With Tools)87.407 / 37Thinking (With Tools)+3.10

Specs

FieldGPT-5.4Claude Opus 4.6
PublisherOpenAIAnthropic
Release date2026-03-052026-02-05
Model typeMultimodal modelReasoning model
ArchitectureDenseDense
ParametersNot availableNot available
Context length1M1000K
Max output125K64K

API pricing

Prices use DataLearner records when available; missing fields are not inferred.

ItemGPT-5.4Claude Opus 4.6
Text input$2.5 / 1M tokens$0.5 / 1M tokens
Text output$15 / 1M tokens$25 / 1M tokens
Cache readNot public$0.5 / 1M tokens
Cache write$0.25 / 1M tokens$10 / 1M tokens

Summary

  • GPT-5.4leads in:General Knowledge (3/5), AI Agent - Tool Usage (2/2), Math and Reasoning (2/2), Claw-style Agent Evaluation (1/1)
  • Claude Opus 4.6leads in:Agent Level Benchmark (1/1), AI Agent - Information Search (1/1)

On average across the 12 shared benchmarks, GPT-5.4 scores 0.25 higher.

Largest single-benchmark gap: τ²-Bench - Telecom — GPT-5.4 64.30 vs Claude Opus 4.6 99.25 (-34.95).

Page generated from structured model, pricing and benchmark records. No real-time LLM is used to write the prose.