Skip to main content

Model comparison

Gemini 3 Pro vs GLM-5.1

Data verified

Head-to-head evidence from 15 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

67.73/100
Margin
0.0pts
winning →
67.74/100
0 category wins1 category wins

Public leaderboard positions: Gemini 3 Pro #19 (Supported); GLM-5.1 #18 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemini 3 Pro and GLM-5.1 share 15 comparable benchmark results. 1 of 8 categories are comparable. 12 results are unique to Gemini 3 Pro; 21 to GLM-5.1.

Updated July 23, 2026
Shared results
15
Gemini 3 Pro only
12
GLM-5.1 only
21
Comparable categories
1 / 8

Pick GLM-5.1 if you want the stronger benchmark profile. Gemini 3 Pro only becomes the better choice if you need the larger 2M context window or you would rather avoid the extra latency and token burn of a reasoning model.

Confidence note. This is a partial-evidence comparison with 15 shared benchmark results across 6 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GLM-5.1 has the cleaner BenchAlign overall profile here, landing at 67.74 versus 67.73. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

GLM-5.1's sharpest advantage is in mathematics, where it averages 62 against 32.9. The single biggest benchmark swing on the page is FrontierMath v2 (Tier 4), 18.750% to 12.500%.

Gemini 3 Pro is also the more expensive model on tokens at $2.00 input / $12.00 output per 1M tokens, versus $1.40 input / $4.40 output per 1M tokens for GLM-5.1. That is roughly 2.7x on output cost alone. GLM-5.1 is the reasoning model in the pair, while Gemini 3 Pro is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Gemini 3 Pro gives you the larger context window at 2M, compared with 203K for GLM-5.1.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Gemini 3 Pro and GLM-5.1
CategoryGemini 3 ProΔGLM-5.1
MathGemini 3 Pro32.9Margin 29.1GLM-5.162.0
AgenticGemini 3 ProNot measuredMarginNo overlapGLM-5.165.4
CodingGemini 3 ProNot measuredMarginNo overlapGLM-5.161.3
ReasoningGemini 3 Pro31.1MarginNo overlapGLM-5.1Not measured
KnowledgeGemini 3 ProNot measuredMarginNo overlapGLM-5.152.3
MultimodalGemini 3 Pro81.1MarginNo overlapGLM-5.1Not measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · Gemini 3 ProB · GLM-5.1
  1. FrontierMath v2 (Tier 4)

    Math
    Source ↗
    A 18.750%B 12.500%
    Winner: Gemini 3 ProΔ 6.3
    FrontierMath v2 (Tier 4): Gemini 3 Pro scored 18.750%; GLM-5.1 scored 12.500%. Gemini 3 Pro wins this benchmark.
  2. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 37.600%B 33.448%
    Winner: Gemini 3 ProΔ 4.2
    FrontierMath v2 (Tiers 1-3): Gemini 3 Pro scored 37.600%; GLM-5.1 scored 33.448%. Gemini 3 Pro wins this benchmark.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGemini 3 ProGLM-5.1Comparison
Input / output priceUSD per 1M tokensGemini 3 Pro$2 input / $12 outputGLM-5.1$1.4 input / $4.4 outputGLM-5.1 has the lower combined listed price.
Generation speedtokens per secondGemini 3 Pro109 tok/sGLM-5.1Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGemini 3 Pro32.65 sGLM-5.1Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensGemini 3 Pro2MGLM-5.1203KGemini 3 Pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGemini 3 ProGLM-5.1Result
τ²-bench resultsSource 87.1%97.7%GLM-5.1 leads
Gert LabsSource 63.23%60.11%Gemini 3 Pro leads
JobBenchSource 11.4%Not comparable
Terminal-Bench 2.0Source 63.5%Not comparable
BrowseCompSource 68%Not comparable
τ³-bench resultsSource 70.6%Not comparable
MCP AtlasSource 71.8%Not comparable
CyberGymSource 68.7%Not comparable
Claw-EvalSource 62.3%Not comparable
AA Agentic IndexSource 29.9%Not comparable
GDPval-AASource 37.8%Not comparable
GDPval-AASource 1257Not comparable
ResearchClawBenchSource 18.2%Not comparable
Coding
BenchmarkGemini 3 ProGLM-5.1Result
Vibe Code BenchSource 14.30%31.46%GLM-5.1 leads
AA-SciCodeSource 56.1%43.8%Gemini 3 Pro leads
AA LiveCodeBenchSource 91.7%Not comparable
SWE-bench ProSource 58.4%Not comparable
NL2RepoSource 42.7%Not comparable
SWE-RebenchSource 62.7%Not comparable
AA Coding IndexSource 55.8%Not comparable
Reasoning
BenchmarkGemini 3 ProGLM-5.1Result
ARC-AGI-2Source 31.1%Not comparable
AA-LCRSource 70.7%62.3%Gemini 3 Pro leads
CritPtSource 9.1%4.6%Gemini 3 Pro leads
Knowledge
BenchmarkGemini 3 ProGLM-5.1Result
Artificial Analysis Intelligence IndexSource 39.5%40.2%GLM-5.1 leads
AA-GPQA DiamondSource 90.8%86.8%Gemini 3 Pro leads
AA-HLESource 37.2%28.0%Gemini 3 Pro leads
AA-Omniscience IndexSource 15.8%1.9%Gemini 3 Pro leads
AA-Omniscience AccuracySource 55.9%24.2%Gemini 3 Pro leads
AA-Omniscience Hallucination RateSource 90.9%29.4%GLM-5.1 leads
AA MMLU-ProSource 89.8%Not comparable
GPQA-DSource 86.2%Not comparable
HLESource 52.3%Not comparable
MathGLM-5.1 wins
BenchmarkGemini 3 ProGLM-5.1Result
FrontierMath v2 (Tiers 1-3)Source 37.600%33.448%Gemini 3 Pro leads
FrontierMath v2 (Tier 4)Source 18.750%12.500%Gemini 3 Pro leads
AIME26Source 95.3%Not comparable
HMMT Nov 2025Source 94.0%Not comparable
HMMT Feb 2026Source 82.6%Not comparable
MMAnswerBenchSource 83.8%Not comparable
Multilingual
BenchmarkGemini 3 ProGLM-5.1Result
AA Global-MMLU-LiteSource 92.2%Not comparable
Multimodal
BenchmarkGemini 3 ProGLM-5.1Result
MMMU-ProSource 81%Not comparable
MathVisionSource 86.6%Not comparable
VideoMMMUSource 87.6%Not comparable
ScreenSpot ProSource 72.7%Not comparable
CharXivSource 81.4%Not comparable
V*Source 88.0%Not comparable
AA-MMMU-ProSource 80.2%Not comparable
Design Arena WebsiteSource 1305Not comparable
Inst. Following
BenchmarkGemini 3 ProGLM-5.1Result
AA-IFBenchSource 70.4%76.3%GLM-5.1 leads
Frequently Asked Questions (2)

Which is better, Gemini 3 Pro or GLM-5.1?

GLM-5.1 is ahead on BenchLM's BenchAlign leaderboard, 67.74 to 67.73. The biggest single separator in this matchup is FrontierMath v2 (Tier 4), where the scores are 18.750% and 12.500%.

Which is better for math, Gemini 3 Pro or GLM-5.1?

GLM-5.1 has the edge for math in this comparison, averaging 62 versus 32.9. Inside this category, FrontierMath v2 (Tier 4) is the benchmark that creates the most daylight between them.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

Gemini 3 Pro
API / mo$10,500
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
GLM-5.1
API / mo$4,350
Self-host / mo$18,221
Break-even264M/day
Model the full break-even

Related Comparisons

Last updated: July 23, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.