Model comparison

GLM-5.3 vs Magistral Small

GLM-5.3 is the stronger model overall, scoring 54.8 to 30.2 on the Noometry Index. Magistral Small costs 2.9× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Last verified . 7 shared benchmarks.

GLM-5.3 Z.ai (Zhipu)

54.8

Rank #26 Confirmed

Magistral Small Mistral AI

30.2

Rank #296 Confirmed

Summary

  • They share 7 benchmarks with published results for both. GLM-5.3 scores higher in 4 categories and Magistral Small in 0 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GLM-5.3 leads 46.1 to 6.8.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 91.1% for GLM-5.3 and 30% for Magistral Small.
  • Magistral Small is cheaper at $0.50 / $1.50 per million input/output tokens, against $1.40 / $4.40 for GLM-5.3.
  • GLM-5.3 accepts more context: 1M tokens versus 128K.

Side by side

GLM-5.3 and Magistral Small specifications
GLM-5.3Magistral Small
ProviderZ.ai (Zhipu)Mistral AI
Noometry Index54.830.2
Released2026-08-142025-06-10
WeightsOpenOpen
Context window1M128K
Max output131K40K
Input $ / M tokens$1.40$0.50
Output $ / M tokens$4.40$1.50
Results tracked4210

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Category by category

Coding GLM-5.3 leads

GLM-5.3: 59.5 (#14), Magistral Small: 38.4 (#176)

Coding benchmarks
BenchmarkGLM-5.3Magistral Small
SciCode59%35.2%
DeepSWE69%—
FrontierCode40.1%—
CursorBench42.6%—
LMArena WebDev1622—
FrontierSWE30.2%—
WeirdML75.4%—
LMArena Coding1496—
ALE-Bench1,317—

Agentic & Tool Use Not comparable

GLM-5.3: 36.4 (#38), Magistral Small: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3Magistral Small
APEX-Agents56.6%—
Vending-Bench 28,164—

Reasoning GLM-5.3 leads

GLM-5.3: 46.1 (#46), Magistral Small: 6.8 (#350)

Reasoning benchmarks
BenchmarkGLM-5.3Magistral Small
CritPt19.1%0.3%
Chess Puzzles21%3%
DTBench87.7%61.3%
Epoch Capabilities Index155.61133.19
ARC-AGI-2—0%
Kagi LLM Benchmark—6.3%
NYT Connections (extended)74.2%—
ARC-AGI-1—5%
LMArena Hard Prompts1489—
Mystery Game Puzzles33%—
LMCA55.5%—
Bench to the Future 30.15—

Math GLM-5.3 leads

GLM-5.3: 62.3 (#33), Magistral Small: 26.2 (#261)

Math benchmarks
BenchmarkGLM-5.3Magistral Small
OTIS Mock AIME 2024-202591.1%30%
FrontierMath (Tiers 1-3)68.8%—
FrontierMath Tier 429.3%—
ProofBench49%—
LMArena Math1489—

Knowledge GLM-5.3 leads

GLM-5.3: 58.3 (#37), Magistral Small: 30.9 (#223)

Knowledge benchmarks
BenchmarkGLM-5.3Magistral Small
GPQA Diamond90.9%56.1%
SimpleQA Verified41%—
LMArena Expert1516—

Multilingual Not comparable

GLM-5.3: 55.7 (#28), Magistral Small: —

Multilingual benchmarks
BenchmarkGLM-5.3Magistral Small
LMArena Non-English1457—
LMArena Chinese1528—
LMArena French1499—
LMArena German1499—
LMArena Japanese1453—
LMArena Korean1472—
LMArena Russian1463—
LMArena Spanish1460—

Instruction Following Not comparable

GLM-5.3: 77.5 (#23), Magistral Small: —

Instruction Following benchmarks
BenchmarkGLM-5.3Magistral Small
LMArena Instruction Following1477—

Long Context Not comparable

GLM-5.3: 45.4 (#41), Magistral Small: —

Long Context benchmarks
BenchmarkGLM-5.3Magistral Small
LMArena Longer Query1482—

Writing & Preference Not comparable

GLM-5.3: 75.7 (#6), Magistral Small: —

Writing & Preference benchmarks
BenchmarkGLM-5.3Magistral Small
LMArena Text1471—
LMArena Creative Writing1457—
EQ-Bench Creative Writing2075—
LMArena Multi-Turn1472—

Frequently asked questions

Is GLM-5.3 better than Magistral Small?

GLM-5.3 is the stronger model overall, scoring 54.8 to 30.2 on the Noometry Index. Magistral Small costs 2.9× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Which is cheaper, GLM-5.3 or Magistral Small?

Magistral Small is cheaper. It lists at $0.50 per million input tokens and $1.50 per million output tokens; GLM-5.3 lists at $1.40 and $4.40.

Is GLM-5.3 or Magistral Small better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.5 versus 38.4 in the Noometry coding category.

Which has the bigger context window?

GLM-5.3 does, with 1M tokens against 128K.

How many benchmarks do GLM-5.3 and Magistral Small share?

7 benchmarks have published results for both models. GLM-5.3 has 42 scored results on Noometry and Magistral Small has 10.

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