BenchLeader

Claude Fable 5 vs GPT-5.4 Pro

Verdict
  • Claude Fable 5 leads on quality: 70.4 vs 64.2.
  • Claude Fable 5 is stronger in agents & tools, coding, composite, human preference, long context, reasoning.
  • GPT-5.4 Pro is stronger in instruction following, knowledge, multimodal.
  • Claude Fable 5 is 3.4× cheaper ($20.00 vs $67.50 per 1M blended).
  • Claude Fable 5 streams 62.9× faster (63 vs 1 tokens per second).
MetricClaude Fable 5GPT-5.4 Pro
BenchLeader Index70.464.2
Agents & tools score74.4
Coding score70.6
Composite score91.6
Human preference score71.3
Instruction following score62.667.3
Knowledge score71.373.2
Long context score67.8
Multimodal score69.669.8
Reasoning score75.675.1
Blended price $/M$20.00$67.50
Output speed63 tok/s1 tok/s
Time to first answer92.2 s6.7 s
Context window1M1.1M
Humanity's Last Exam44.3%
SimpleBench74.1%
Remote Labor Index16.1%
APEX-Agents45.0%
FrontierCode53.5%
Epoch Capabilities Index163.4158.9
LMArena Text1507
LMArena Hard Prompts1533
LMArena Coding1551
LMArena WebDev1628
LMArena Vision1330
AA Intelligence Index49.7
IFBench63.5%
AA-LCR82.3%
AA-Omniscience43.3
Terminal-Bench Hard62.9%
GPQA Diamond (AA)92.6%
Humanity's Last Exam (AA)55.5%
SciCode (AA)61.0%
τ²-Bench Telecom (AA)98.5%
LiveCodeBench89.8%
MMLU-Pro91.5%
IOI72.3%
LegalBench88.6%
CorpFin71.8%
TaxEval76.9%
Terminal-Bench 2.1 (Vals)80.5%
SWE-bench (Vals)95.0%
GPQA Diamond (Vals)93.2%
Vals Index66.0
MCP Atlas83.3%
MultiChallenge69.2%
PRBench Finance53.9%
PRBench Legal52.6%
VISTA53.9%
MultiNRC62.3%
HiL-Bench56.3%
TutorBench56.6%
EQ-Bench 41340
Kagi LLM Benchmark88.8%

Data as of 2026-09-09. Best configuration of each model; every score links to its source on the model pages.