Model comparison

Grok 4.20 (Non-Reasoning) vs Magistral Medium

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 35.2 on the Noometry Index.

Last verified . 20 shared benchmarks.

Grok 4.20 (Non-Reasoning) xAI

48.6

Rank #54 Confirmed

Magistral Medium Mistral AI

35.2

Rank #227 Confirmed

Summary

  • They share 20 benchmarks with published results for both. Grok 4.20 (Non-Reasoning) 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 4.20 (Non-Reasoning) leads 52.3 to 8.6.
  • The biggest single-benchmark swing is ARC-AGI-1: 89.5% for Grok 4.20 (Non-Reasoning) and 6.1% for Magistral Medium.
  • Grok 4.20 (Non-Reasoning) is cheaper at $1.25 / $2.50 per million input/output tokens, against $2 / $5 for Magistral Medium.
  • Grok 4.20 (Non-Reasoning) accepts more context: 1M tokens versus 262K.
  • Magistral Medium has downloadable open weights; the other is API-only.

Side by side

Grok 4.20 (Non-Reasoning) and Magistral Medium specifications
Grok 4.20 (Non-Reasoning)Magistral Medium
ProviderxAIMistral AI
Noometry Index48.635.2
Released2026-02-172025-03-17
WeightsProprietaryOpen
Context window1M262K
Max output30K16K
Input $ / M tokens$1.25$2
Output $ / M tokens$2.50$5
Results tracked4622

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Category by category

Coding Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 42.1 (#112), Magistral Medium: 39.1 (#161)

Coding benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
LMArena Coding14591319
LMArena WebDev1375—
SciCode—39.2%
WeirdML52.3%—
ALE-Bench1,150—

Agentic & Tool Use Not comparable

Grok 4.20 (Non-Reasoning): 34.4 (#46), Magistral Medium: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
Terminal-Bench57.3%—
τ²-bench Banking18%—
LMArena Search1189—
Vending-Bench 24,663—

Reasoning Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 52.3 (#32), Magistral Medium: 8.6 (#348)

Reasoning benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
ARC-AGI-265.1%0%
Kagi LLM Benchmark75%16.2%
ARC-AGI-189.5%6.1%
LMArena Hard Prompts14511267
NYT Connections (extended)85.4%—
CritPt—0.3%
Chess Puzzles24%—
Thematic Generalization63.8%—
DTBench90.1%—
LMCA38.7%—
Epoch Capabilities Index151.98—
ForecastBench61.4—

Math Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 48.2 (#65), Magistral Medium: 35.1 (#189)

Math benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
LMArena Math14551250
FrontierMath (Tiers 1-3)44.9%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202592.2%—
ProofBench14%—

Knowledge Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 52.8 (#60), Magistral Medium: 33.5 (#202)

Knowledge benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
LMArena Expert14391223
GPQA Diamond89.3%—
SimpleQA Verified30.2%—

Multimodal Not comparable

Grok 4.20 (Non-Reasoning): 33.3 (#98), Magistral Medium: —

Multimodal benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
LMArena Vision1263—
Blueprint-Bench 20%—
LMArena Document1416—

Multilingual Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 54.5 (#40), Magistral Medium: 39.6 (#224)

Multilingual benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
LMArena Non-English14411232
LMArena Chinese14811227
LMArena French14761267
LMArena German14651248
LMArena Japanese14491175
LMArena Korean14171125
LMArena Russian14581224
LMArena Spanish14431271

Instruction Following Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 74.8 (#83), Magistral Medium: 66.0 (#211)

Instruction Following benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
LMArena Instruction Following14201254

Long Context Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 45.5 (#34), Magistral Medium: 39.3 (#183)

Long Context benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
LMArena Longer Query14371295
CL-bench22.2%—
CL-bench Life11.9%—

Writing & Preference Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 65.7 (#44), Magistral Medium: 46.3 (#219)

Writing & Preference benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Magistral Medium
LMArena Text14511255
LMArena Creative Writing14381245
LMArena Multi-Turn14561275
EQ-Bench Creative Writing1574—

Frequently asked questions

Is Grok 4.20 (Non-Reasoning) better than Magistral Medium?

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 35.2 on the Noometry Index.

Which is cheaper, Grok 4.20 (Non-Reasoning) or Magistral Medium?

Grok 4.20 (Non-Reasoning) is cheaper. It lists at $1.25 per million input tokens and $2.50 per million output tokens; Magistral Medium lists at $2 and $5.

Is Grok 4.20 (Non-Reasoning) or Magistral Medium better for coding?

Grok 4.20 (Non-Reasoning) scores higher on coding benchmarks: 42.1 versus 39.1 in the Noometry coding category.

Which has the bigger context window?

Grok 4.20 (Non-Reasoning) does, with 1M tokens against 262K.

How many benchmarks do Grok 4.20 (Non-Reasoning) and Magistral Medium share?

20 benchmarks have published results for both models. Grok 4.20 (Non-Reasoning) has 46 scored results on Noometry and Magistral Medium has 22.

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