Model comparison

Gemini 3 Flash Preview vs GLM-5.3

GLM-5.3 is the stronger model overall, scoring 54.8 to 52.3 on the Noometry Index. Gemini 3 Flash Preview costs 1.9× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Last verified . 33 shared benchmarks.

Gemini 3 Flash Preview Google

52.3

Rank #40 Confirmed

GLM-5.3 Z.ai (Zhipu)

54.8

Rank #26 Confirmed

Summary

  • They share 33 benchmarks with published results for both. Gemini 3 Flash Preview scores higher in 4 categories and GLM-5.3 in 5 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in math, where GLM-5.3 leads 62.3 to 51.7.
  • The biggest single-benchmark swing is ProofBench: 15% for Gemini 3 Flash Preview and 49% for GLM-5.3.
  • Gemini 3 Flash Preview is cheaper at $0.50 / $3 per million input/output tokens, against $1.40 / $4.40 for GLM-5.3.
  • Gemini 3 Flash Preview accepts more context: 1.05M tokens versus 1M.
  • GLM-5.3 has downloadable open weights; the other is API-only.

Side by side

Gemini 3 Flash Preview and GLM-5.3 specifications
Gemini 3 Flash PreviewGLM-5.3
ProviderGoogleZ.ai (Zhipu)
Noometry Index52.354.8
Released2025-12-172026-08-14
WeightsProprietaryOpen
Context window1.05M1M
Max output66K131K
Input $ / M tokens$0.50$1.40
Output $ / M tokens$3$4.40
Results tracked5942

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Category by category

Coding GLM-5.3 leads

Gemini 3 Flash Preview: 50.9 (#42), GLM-5.3: 59.5 (#14)

Coding benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
LMArena WebDev14391622
WeirdML61.6%75.4%
LMArena Coding14601496
ALE-Bench1,3671,317
SWE-bench Verified75.4%—
DeepSWE—69%
FrontierCode—40.1%
SWE-bench Verified (bash only)75.8%—
CursorBench—42.6%
SWE-bench Multilingual72.7%—
FrontierSWE—30.2%
SciCode—59%
GSO9.8%—

Agentic & Tool Use Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 38.7 (#29), GLM-5.3: 36.4 (#38)

Agentic & Tool Use benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
Vending-Bench 23,6358,164
Terminal-Bench64.3%—
APEX-Agents—56.6%
τ²-bench Airline82.5%—
τ²-bench Banking27.3%—
τ²-bench Retail76.8%—
τ²-bench Telecom91.2%—
DeepResearch Bench49.8%—
BALROG48.1%—
GDP.pdf10%—
LMArena Search1198—

Reasoning Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 49.2 (#37), GLM-5.3: 46.1 (#46)

Reasoning benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
NYT Connections (extended)83.1%74.2%
Chess Puzzles40%21%
LMArena Hard Prompts14651489
Mystery Game Puzzles26%33%
DTBench89.1%87.7%
LMCA43.1%55.5%
Epoch Capabilities Index151.8155.61
ARC-AGI-233.6%—
SimpleBench61.1%—
ARC-AGI-184.7%—
CritPt—19.1%
Bench to the Future 3—0.15
ForecastBench58.5—

Math GLM-5.3 leads

Gemini 3 Flash Preview: 51.7 (#55), GLM-5.3: 62.3 (#33)

Math benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
FrontierMath (Tiers 1-3)51.2%68.8%
FrontierMath Tier 417.1%29.3%
OTIS Mock AIME 2024-202595.6%91.1%
ProofBench15%49%
LMArena Math14731489
MathArena Final-Answer Competitions67.6%—
FrontierMath (Feb 2025 set)35.6%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Too close to call

Gemini 3 Flash Preview: 58.8 (#33), GLM-5.3: 58.3 (#37)

Knowledge benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
GPQA Diamond89.4%90.9%
SimpleQA Verified66.8%41%
LMArena Expert14621516
Vectara Hallucination Rate13.5%—

Multimodal Not comparable

Gemini 3 Flash Preview: 45.5 (#16), GLM-5.3: —

Multimodal benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
LMArena Vision1285—
GeoBench88%—
VPCT72.6%—
Blueprint-Bench 20%—
LMArena Document1413—

Multilingual Too close to call

Gemini 3 Flash Preview: 55.7 (#27), GLM-5.3: 55.7 (#28)

Multilingual benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
LMArena Non-English14581457
LMArena Chinese15111528
LMArena French14771499
LMArena German14971499
LMArena Japanese14891453
LMArena Korean14431472
LMArena Russian14801463
LMArena Spanish14691460

Instruction Following GLM-5.3 leads

Gemini 3 Flash Preview: 75.7 (#56), GLM-5.3: 77.5 (#23)

Instruction Following benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
LMArena Instruction Following14371477

Long Context Too close to call

Gemini 3 Flash Preview: 44.4 (#67), GLM-5.3: 45.4 (#41)

Long Context benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
LMArena Longer Query14521482

Writing & Preference GLM-5.3 leads

Gemini 3 Flash Preview: 65.5 (#45), GLM-5.3: 75.7 (#6)

Writing & Preference benchmarks
BenchmarkGemini 3 Flash PreviewGLM-5.3
LMArena Text14661471
LMArena Creative Writing14571457
LMArena Multi-Turn14711472
EQ-Bench Creative Writing—2075

Frequently asked questions

Is Gemini 3 Flash Preview better than GLM-5.3?

GLM-5.3 is the stronger model overall, scoring 54.8 to 52.3 on the Noometry Index. Gemini 3 Flash Preview costs 1.9× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Which is cheaper, Gemini 3 Flash Preview or GLM-5.3?

Gemini 3 Flash Preview is cheaper. It lists at $0.50 per million input tokens and $3 per million output tokens; GLM-5.3 lists at $1.40 and $4.40.

Is Gemini 3 Flash Preview or GLM-5.3 better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.5 versus 50.9 in the Noometry coding category.

Which has the bigger context window?

Gemini 3 Flash Preview does, with 1.05M tokens against 1M.

How many benchmarks do Gemini 3 Flash Preview and GLM-5.3 share?

33 benchmarks have published results for both models. Gemini 3 Flash Preview has 59 scored results on Noometry and GLM-5.3 has 42.

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