BenchLeader

Gemini 3.1 Pro vs GLM 5.3

Verdict
  • Gemini 3.1 Pro leads on quality: 62.8 vs 60.0.
  • Gemini 3.1 Pro is stronger in agents & tools, composite, instruction following, knowledge, long context, maths, multimodal, reasoning.
  • GLM 5.3 (max) is stronger in coding, human preference.
  • GLM 5.3 (max) is 2.1× cheaper ($2.15 vs $4.50 per 1M blended).
  • Gemini 3.1 Pro streams 1.7× faster (115 vs 66 tokens per second).
MetricGemini 3.1 ProGLM 5.3 (max)
BenchLeader Index62.860.0
Agents & tools score62.652.8
Coding score59.864.3
Composite score61.5
Human preference score59.868.9
Instruction following score68.4
Knowledge score64.955.8
Long context score65.2
Maths score60.760.0
Multimodal score65.8
Reasoning score69.866.9
Blended price $/M$4.50$2.15
Output speed115 tok/s66 tok/s
Time to first answer23.4 s33.5 s
Context window1.0M1M
GPQA Diamond94.1%90.9%
FrontierMath Tiers 1–359.6%68.8%
FrontierMath Tier 426.8%29.3%
OTIS Mock AIME95.6%91.1%
SimpleQA Verified41.0%
Humanity's Last Exam46.4%
Terminal-Bench80.2%41.8%
SimpleBench79.6%
SciCode58.9%56.5%
WeirdML72.1%75.4%
APEX-Agents33.5%
ProofBench26.0%49.0%
GSO-Bench22.6%
Epoch Capabilities Index155
LMArena Text14871486
LMArena Hard Prompts15081509
LMArena Coding15201526
LMArena WebDev14471614
LMArena Vision1295
LMArena Agent-5.62.6
AA Intelligence Index30.4
IFBench77.1%
AA-LCR82.0%
MMMU-Pro82.4%
AA-Omniscience31.9
Terminal-Bench Hard53.8%
GPQA Diamond (AA)94.1%
Humanity's Last Exam (AA)47.0%
SciCode (AA)58.7%
τ²-Bench Telecom (AA)95.6%
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
AIME 202698.3%
HMMT February 202694.7%
MathArena Apex60.9%
MultiChallenge71.4%
PRBench Finance41.9%
PRBench Legal44.0%
MultiNRC64.7%
HiL-Bench35.3%
TutorBench53.0%
EQ-Bench 41142
ARC-AGI-198.0%
ARC-AGI-277.1%
ARC-AGI-30.4%

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

Gemini 3.1 Pro vs GLM 5.3: questions

Is Gemini 3.1 Pro better than GLM 5.3?
Gemini 3.1 Pro leads on quality: 62.8 vs 60.0. The BenchLeader Index combines every independent quality benchmark; Gemini 3.1 Pro is ahead overall as of 2026-09-13, but check the category scores for your use.
Is Gemini 3.1 Pro better than GLM 5.3 for coding?
GLM 5.3 scores higher in coding (64 vs 60 on the category index, where 50 is average).
Is Gemini 3.1 Pro better than GLM 5.3 for agentic tasks?
Gemini 3.1 Pro scores higher in agentic tasks (63 vs 53 on the category index, where 50 is average).
Which is cheaper, Gemini 3.1 Pro or GLM 5.3?
GLM 5.3 is cheaper: $2.15 against $4.50 per million tokens, blended at three input tokens per output token.
Which is faster, Gemini 3.1 Pro or GLM 5.3?
Gemini 3.1 Pro streams faster: 115 against 66 output tokens per second.
Which has the larger context window?
Gemini 3.1 Pro accepts more context: 1.0M against 1M tokens.