Compare / Claude Opus 4.8 vs GPT-5.4

Claude Opus 4.8 vs GPT-5.4

24 results from 4 sources that measured both models. Each row is in the source's own units; there is no overall winner.

Claude Opus 4.8
Anthropic · profile
GPT-5.4
OpenAI · profile
Results compared
24
Shared sources
4
BenchmarkMetricClaude Opus 4.8GPT-5.4
Arena (formerly LMArena)reportedConfirmed task successIPS effect estimate 0.04-0.04
Arena (formerly LMArena)reportedPraise over complaintIPS effect estimate 0.15-0.01
Arena (formerly LMArena)reportedSteerabilityIPS effect estimate 0.100.02
Arena (formerly LMArena)reportedTool groundingIPS effect estimate -0.000.00
Arena (formerly LMArena)reportedOverallArena rating 1,4861,470
Arena (formerly LMArena)reportedOverallArena rating 1,1951,195
Arena (formerly LMArena)reportedOverallArena rating 1,4691,485
Arena (formerly LMArena)reportedBusiness, management and financeArena rating 1,4901,482
Arena (formerly LMArena)reportedCreative writingArena rating 1,4671,443
Arena (formerly LMArena)reportedExpert promptsArena rating 1,5251,515
Arena (formerly LMArena)reportedInstruction followingArena rating 1,4911,471
Arena (formerly LMArena)reportedOverallArena rating 1,4801,475
Arena (formerly LMArena)reportedWriting, literature and languageArena rating 1,4741,465
OpenHands IndexreportedAverage% resolved 71.9%64.3%
OpenHands IndexreportedFront end (SWE-Bench Multimodal)% resolved 50.0%36.8%
OpenHands IndexreportedGreenfield (Commit0)% resolved 62.5%56.2%
OpenHands IndexreportedInformation gathering (GAIA)% resolved 78.8%82.4%
OpenHands IndexreportedIssue resolution (SWE-Bench)% resolved 83.8%75.6%
OpenHands IndexreportedTesting (SWT-Bench)% resolved 84.3%70.4%
tau2-benchreportedConsistency (pass^4)% of tasks 22.7%21.6%
tau2-benchreportedTask success (pass^1)% of tasks 39.7%39.4%
UGI LeaderboardreportedRequested-length error% off the requested word count 6.0%30.0%
UGI LeaderboardreportedStyle adherencescore from 0 to 1 0.400.40
UGI LeaderboardreportedWriting scorescore out of 100 65.968.8

Bold green marks the better value on that metric. Where a source reports ranges that overlap, the difference may not be meaningful; see the benchmark page for ranges.