BenchLeader

GLM 5.3 vs GPT-5.6 Sol

Verdict
  • GPT-5.6 Sol (high) leads on quality: 68.2 vs 60.0.
  • GLM 5.3 (max) is stronger in human preference, maths, reasoning.
  • GPT-5.6 Sol (high) is stronger in agents & tools, coding, knowledge, composite, instruction following, long context, multimodal.
  • GLM 5.3 (max) is 3.7× cheaper ($2.15 vs $8.00 per 1M blended).
MetricGLM 5.3 (max)GPT-5.6 Sol (high)
BenchLeader Index60.068.2
Agents & tools score52.987.9
Coding score65.272.4
Human preference score68.6
Knowledge score55.873.8
Maths score60.0
Reasoning score66.963.3
Composite score82.7
Instruction following score67.8
Long context score67.4
Multimodal score66.4
Blended price $/M$2.15$8.00
Output speed56 tok/s59 tok/s
Time to first answer37.4 s31.0 s
Context window1.3M1M
GPQA Diamond90.9%
FrontierMath Tiers 1–368.8%
FrontierMath Tier 429.3%
OTIS Mock AIME91.1%
SimpleQA Verified41.0%
Terminal-Bench41.8%
SciCode56.5%56.9%
WeirdML75.4%88.8%
ProofBench49.0%
LMArena Text1482
LMArena Hard Prompts1507
LMArena Coding1528
LMArena WebDev1613
LMArena Agent2.6
AA Intelligence Index42.5
IFBench69.2%
AA-LCR81.7%
MMMU-Pro81.8%
AA-Omniscience20.4
Terminal-Bench Hard62.1%
GPQA Diamond (AA)92.8%
Humanity's Last Exam (AA)46.0%
SciCode (AA)57.8%
τ²-Bench Telecom (AA)83.3%
LiveCodeBench80.5%
MMLU-Pro86.8%
LegalBench84.8%
TaxEval72.4%
Terminal-Bench 2.1 (Vals)71.5%
SWE-bench (Vals)95.4%
GPQA Diamond (Vals)88.1%
Vals Index57.0
EnigmaEval37.1%
ARC-AGI-197.0%
ARC-AGI-285.4%
ARC-AGI-32.2%

Data as of 2026-09-10. Best configuration of each model; every score links to its source on the model pages.

GLM 5.3 vs GPT-5.6 Sol: questions

Is GLM 5.3 better than GPT-5.6 Sol?
GPT-5.6 Sol (high) leads on quality: 68.2 vs 60.0. The BenchLeader Index combines every independent quality benchmark; GPT-5.6 Sol (high) is ahead overall as of 2026-09-10, but check the category scores for your use.
Is GLM 5.3 better than GPT-5.6 Sol for coding?
GPT-5.6 Sol scores higher in coding (72 vs 65 on the category index, where 50 is average).
Is GLM 5.3 better than GPT-5.6 Sol for agentic tasks?
GPT-5.6 Sol scores higher in agentic tasks (88 vs 53 on the category index, where 50 is average).
Which is cheaper, GLM 5.3 or GPT-5.6 Sol?
GLM 5.3 is cheaper: $2.15 against $8.00 per million tokens, blended at three input tokens per output token.
Which is faster, GLM 5.3 or GPT-5.6 Sol?
GPT-5.6 Sol streams faster: 59 against 56 output tokens per second.
Which has the larger context window?
GLM 5.3 accepts more context: 1.3M against 1M tokens.