BenchLeader

GLM 5.3 vs GPT-5.4

Verdict
  • GPT-5.4 leads on quality: 61.8 vs 60.0.
  • GLM 5.3 (max) is stronger in coding, human preference, maths, reasoning.
  • GPT-5.4 is stronger in agents & tools, knowledge, composite, instruction following, long context, multimodal.
  • GLM 5.3 (max) is 2.6× cheaper ($2.15 vs $5.63 per 1M blended).
  • GPT-5.4 streams 2.1× faster (136 vs 66 tokens per second).
MetricGLM 5.3 (max)GPT-5.4
BenchLeader Index60.061.8
Agents & tools score52.865.1
Coding score64.351.6
Human preference score68.964.7
Knowledge score55.863.5
Maths score60.0
Reasoning score66.962.6
Composite score71.6
Instruction following score68.8
Long context score65.2
Multimodal score63.3
Blended price $/M$2.15$5.63
Output speed66 tok/s136 tok/s
Time to first answer33.5 s90.0 s
Context window1M1.1M
GPQA Diamond90.9%
FrontierMath Tiers 1–368.8%
FrontierMath Tier 429.3%
OTIS Mock AIME91.1%
SimpleQA Verified41.0%
Terminal-Bench41.8%81.8%
SciCode56.5%
WeirdML75.4%
APEX-Agents34.9%
ProofBench49.0%
Epoch Capabilities Index156.9
LMArena Text14861466
LMArena Hard Prompts15091488
LMArena Coding15261513
LMArena WebDev16141387
LMArena Vision1293
LMArena Agent2.6
AA Intelligence Index39.0
IFBench74.0%
AA-LCR82.0%
MMMU-Pro78.4%
AA-Omniscience5.8
Terminal-Bench Hard57.6%
GPQA Diamond (AA)92.0%
Humanity's Last Exam (AA)43.7%
τ²-Bench Telecom (AA)87.1%
LiveCodeBench80.5%
MMLU-Pro86.8%
IOI68.4%
LegalBench84.8%
TaxEval72.4%
Terminal-Bench 2.1 (Vals)71.5%
SWE-bench (Vals)95.4%
GPQA Diamond (Vals)88.1%
Vals Index57.0
HiL-Bench9.7%
EQ-Bench 41272
Kagi LLM Benchmark63.8%

Data as of 2026-09-13. Best configuration of each model; every score links to its source on the model pages.

GLM 5.3 vs GPT-5.4: questions

Is GLM 5.3 better than GPT-5.4?
GPT-5.4 leads on quality: 61.8 vs 60.0. The BenchLeader Index combines every independent quality benchmark; GPT-5.4 is ahead overall as of 2026-09-13, but check the category scores for your use.
Is GLM 5.3 better than GPT-5.4 for coding?
GLM 5.3 scores higher in coding (64 vs 52 on the category index, where 50 is average).
Is GLM 5.3 better than GPT-5.4 for agentic tasks?
GPT-5.4 scores higher in agentic tasks (65 vs 53 on the category index, where 50 is average).
Which is cheaper, GLM 5.3 or GPT-5.4?
GLM 5.3 is cheaper: $2.15 against $5.63 per million tokens, blended at three input tokens per output token.
Which is faster, GLM 5.3 or GPT-5.4?
GPT-5.4 streams faster: 136 against 66 output tokens per second.
Which has the larger context window?
GPT-5.4 accepts more context: 1.1M against 1M tokens.