Model comparison

Grok 4 Fast vs Magistral Medium

Grok 4 Fast is the stronger model overall, scoring 39.4 to 35.2 on the Noometry Index.

Last verified . 20 shared benchmarks.

Grok 4 Fast xAI

39.4

Rank #167 Confirmed

Magistral Medium Mistral AI

35.2

Rank #227 Confirmed

Summary

  • They share 20 benchmarks with published results for both. Grok 4 Fast scores higher in 6 categories and Magistral Medium in 2 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in long context, where Grok 4 Fast leads 63.2 to 39.3.
  • The biggest single-benchmark swing is Kagi LLM Benchmark: 66.1% for Grok 4 Fast and 16.2% for Magistral Medium.
  • Magistral Medium has downloadable open weights; the other is API-only.

Side by side

Grok 4 Fast and Magistral Medium specifications
Grok 4 FastMagistral Medium
ProviderxAIMistral AI
Noometry Index39.435.2
Released2025-09-192025-03-17
WeightsProprietaryOpen
Context window—262K
Max output—16K
Input $ / M tokens—$2
Output $ / M tokens—$5
Results tracked3022

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Category by category

Coding Magistral Medium leads

Grok 4 Fast: 32.5 (#271), Magistral Medium: 39.1 (#161)

Coding benchmarks
BenchmarkGrok 4 FastMagistral Medium
LMArena Coding14291319
LMArena WebDev1159—
SciCode—39.2%
WeirdML42.9%—

Agentic & Tool Use Not comparable

Grok 4 Fast: 29.5 (#86), Magistral Medium: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4 FastMagistral Medium
τ²-bench Banking15.7%—
Cybench30%—
LMArena Search1171—

Reasoning Grok 4 Fast leads

Grok 4 Fast: 22.2 (#201), Magistral Medium: 8.6 (#348)

Reasoning benchmarks
BenchmarkGrok 4 FastMagistral Medium
ARC-AGI-25.3%0%
Kagi LLM Benchmark66.1%16.2%
ARC-AGI-148.5%6.1%
LMArena Hard Prompts14121267
CritPt—0.3%
DTBench82.7%—
Epoch Capabilities Index144.2—
ForecastBench60.5—

Math Grok 4 Fast leads

Grok 4 Fast: 38.9 (#123), Magistral Medium: 35.1 (#189)

Math benchmarks
BenchmarkGrok 4 FastMagistral Medium
LMArena Math14191250

Knowledge Magistral Medium leads

Grok 4 Fast: 32.0 (#214), Magistral Medium: 33.5 (#202)

Knowledge benchmarks
BenchmarkGrok 4 FastMagistral Medium
LMArena Expert14111223
Vectara Hallucination Rate19.7%—

Multilingual Grok 4 Fast leads

Grok 4 Fast: 51.3 (#111), Magistral Medium: 39.6 (#224)

Multilingual benchmarks
BenchmarkGrok 4 FastMagistral Medium
LMArena Non-English13961232
LMArena Chinese14571227
LMArena French14311267
LMArena German13831248
LMArena Japanese13521175
LMArena Korean13571125
LMArena Russian13891224
LMArena Spanish14151271

Instruction Following Grok 4 Fast leads

Grok 4 Fast: 73.2 (#121), Magistral Medium: 66.0 (#211)

Instruction Following benchmarks
BenchmarkGrok 4 FastMagistral Medium
LMArena Instruction Following13871254

Long Context Grok 4 Fast leads

Grok 4 Fast: 63.2 (#3), Magistral Medium: 39.3 (#183)

Long Context benchmarks
BenchmarkGrok 4 FastMagistral Medium
LMArena Longer Query14151295
Fiction.LiveBench94.4%—

Writing & Preference Grok 4 Fast leads

Grok 4 Fast: 60.0 (#102), Magistral Medium: 46.3 (#219)

Writing & Preference benchmarks
BenchmarkGrok 4 FastMagistral Medium
LMArena Text14071255
LMArena Creative Writing13871245
LMArena Multi-Turn14141275

Frequently asked questions

Is Grok 4 Fast better than Magistral Medium?

Grok 4 Fast is the stronger model overall, scoring 39.4 to 35.2 on the Noometry Index.

Is Grok 4 Fast or Magistral Medium better for coding?

Magistral Medium scores higher on coding benchmarks: 39.1 versus 32.5 in the Noometry coding category.

How many benchmarks do Grok 4 Fast and Magistral Medium share?

20 benchmarks have published results for both models. Grok 4 Fast has 30 scored results on Noometry and Magistral Medium has 22.

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