Model comparison

Grok 4.6 vs Magistral Medium

Grok 4.6 is the stronger model overall, scoring 56.9 to 35.2 on the Noometry Index.

Last verified . 21 shared benchmarks.

Grok 4.6 xAI

56.9

Rank #21 Confirmed

Magistral Medium Mistral AI

35.2

Rank #227 Confirmed

Summary

  • They share 21 benchmarks with published results for both. Grok 4.6 scores higher in 8 categories and Magistral Medium in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.6 leads 61.4 to 8.6.
  • The biggest single-benchmark swing is ARC-AGI-1: 87.5% for Grok 4.6 and 6.1% for Magistral Medium.
  • Magistral Medium is cheaper at $2 / $5 per million input/output tokens, against $2 / $6 for Grok 4.6.
  • Grok 4.6 accepts more context: 500K tokens versus 262K.
  • Magistral Medium has downloadable open weights; the other is API-only.

Side by side

Grok 4.6 and Magistral Medium specifications
Grok 4.6Magistral Medium
ProviderxAIMistral AI
Noometry Index56.935.2
Released2026-08-122025-03-17
WeightsProprietaryOpen
Context window500K262K
Max output500K16K
Input $ / M tokens$2$2
Output $ / M tokens$6$5
Results tracked4922

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Category by category

Coding Grok 4.6 leads

Grok 4.6: 58.5 (#16), Magistral Medium: 39.1 (#161)

Coding benchmarks
BenchmarkGrok 4.6Magistral Medium
SciCode56.5%39.2%
LMArena Coding14651319
DeepSWE67.5%—
FrontierCode48%—
CursorBench41.4%—
LMArena WebDev1617—
FrontierSWE25.3%—
WeirdML67.3%—
ALE-Bench1,508—

Agentic & Tool Use Not comparable

Grok 4.6: 39.4 (#27), Magistral Medium: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.6Magistral Medium
APEX-Agents65.3%—
GDP.pdf17.2%—
Vending-Bench 29,047—

Reasoning Grok 4.6 leads

Grok 4.6: 61.4 (#20), Magistral Medium: 8.6 (#348)

Reasoning benchmarks
BenchmarkGrok 4.6Magistral Medium
ARC-AGI-267.1%0%
ARC-AGI-187.5%6.1%
CritPt19.7%0.3%
LMArena Hard Prompts14471267
SimpleBench75.9%—
Kagi LLM Benchmark—16.2%
NYT Connections (extended)80%—
Chess Puzzles40%—
EBR-Bench30.5%—
Mystery Game Puzzles34%—
DTBench97.3%—
LMCA48.5%—
Epoch Capabilities Index156.44—

Math Grok 4.6 leads

Grok 4.6: 67.0 (#24), Magistral Medium: 35.1 (#189)

Math benchmarks
BenchmarkGrok 4.6Magistral Medium
LMArena Math14231250
FrontierMath (Tiers 1-3)66%—
FrontierMath Tier 431.7%—
OTIS Mock AIME 2024-202599.2%—
ProofBench51%—

Knowledge Grok 4.6 leads

Grok 4.6: 63.3 (#20), Magistral Medium: 33.5 (#202)

Knowledge benchmarks
BenchmarkGrok 4.6Magistral Medium
LMArena Expert14671223
GPQA Diamond94%—
SimpleQA Verified49.3%—

Multimodal Not comparable

Grok 4.6: 43.6 (#23), Magistral Medium: —

Multimodal benchmarks
BenchmarkGrok 4.6Magistral Medium
LMArena Vision1263—
Blueprint-Bench 233.2%—
Furniture Assembly40%—
LMArena Document1452—

Multilingual Grok 4.6 leads

Grok 4.6: 53.0 (#74), Magistral Medium: 39.6 (#224)

Multilingual benchmarks
BenchmarkGrok 4.6Magistral Medium
LMArena Non-English14201232
LMArena Chinese14801227
LMArena French14611267
LMArena German14311248
LMArena Japanese13761175
LMArena Korean13971125
LMArena Russian14221224
LMArena Spanish14041271

Instruction Following Grok 4.6 leads

Grok 4.6: 75.4 (#63), Magistral Medium: 66.0 (#211)

Instruction Following benchmarks
BenchmarkGrok 4.6Magistral Medium
LMArena Instruction Following14311254

Long Context Grok 4.6 leads

Grok 4.6: 44.5 (#66), Magistral Medium: 39.3 (#183)

Long Context benchmarks
BenchmarkGrok 4.6Magistral Medium
LMArena Longer Query14541295

Writing & Preference Grok 4.6 leads

Grok 4.6: 62.3 (#80), Magistral Medium: 46.3 (#219)

Writing & Preference benchmarks
BenchmarkGrok 4.6Magistral Medium
LMArena Text14281255
LMArena Creative Writing14281245
LMArena Multi-Turn14251275

Frequently asked questions

Is Grok 4.6 better than Magistral Medium?

Grok 4.6 is the stronger model overall, scoring 56.9 to 35.2 on the Noometry Index.

Which is cheaper, Grok 4.6 or Magistral Medium?

Magistral Medium is cheaper. It lists at $2 per million input tokens and $5 per million output tokens; Grok 4.6 lists at $2 and $6.

Is Grok 4.6 or Magistral Medium better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 39.1 in the Noometry coding category.

Which has the bigger context window?

Grok 4.6 does, with 500K tokens against 262K.

How many benchmarks do Grok 4.6 and Magistral Medium share?

21 benchmarks have published results for both models. Grok 4.6 has 49 scored results on Noometry and Magistral Medium has 22.

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