Model comparison

Codestral vs Grok 4.20 (Non-Reasoning)

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 30.6 on the Noometry Index. Codestral costs 3.5× less per token, which makes it the better buy when Grok 4.20 (Non-Reasoning)'s lead doesn't matter for your workload.

Last verified . 2 shared benchmarks.

Codestral Mistral AI

30.6

Rank #290 Reported

Grok 4.20 (Non-Reasoning) xAI

48.6

Rank #54 Confirmed

Summary

  • They share 2 benchmarks with published results for both. Codestral scores higher in 0 categories and Grok 4.20 (Non-Reasoning) in 2 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.20 (Non-Reasoning) leads 52.3 to 19.8.
  • The biggest single-benchmark swing is Kagi LLM Benchmark: 32.5% for Codestral and 75% for Grok 4.20 (Non-Reasoning).
  • Codestral is cheaper at $0.30 / $0.90 per million input/output tokens, against $1.25 / $2.50 for Grok 4.20 (Non-Reasoning).
  • Grok 4.20 (Non-Reasoning) accepts more context: 1M tokens versus 256K.

Side by side

Codestral and Grok 4.20 (Non-Reasoning) specifications
CodestralGrok 4.20 (Non-Reasoning)
ProviderMistral AIxAI
Noometry Index30.648.6
Released2024-05-292026-02-17
WeightsProprietaryProprietary
Context window256K1M
Max output8K30K
Input $ / M tokens$0.30$1.25
Output $ / M tokens$0.90$2.50
Results tracked746

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Category by category

Coding Grok 4.20 (Non-Reasoning) leads

Codestral: 27.3 (#321), Grok 4.20 (Non-Reasoning): 42.1 (#112)

Coding benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
ALE-Bench137.781,150
Aider Polyglot11.1%—
LMArena WebDev—1375
WeirdML—52.3%
BigCodeBench Instruct41.8%—
LMArena Coding—1459
BigCodeBench Complete52.5%—
HumanEval+73.8%—
MBPP+61.9%—

Agentic & Tool Use Not comparable

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

Agentic & Tool Use benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
Terminal-Bench—57.3%
τ²-bench Banking—18%
LMArena Search—1189
Vending-Bench 2—4,663

Reasoning Grok 4.20 (Non-Reasoning) leads

Codestral: 19.8 (#251), Grok 4.20 (Non-Reasoning): 52.3 (#32)

Reasoning benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
Kagi LLM Benchmark32.5%75%
ARC-AGI-2—65.1%
NYT Connections (extended)—85.4%
ARC-AGI-1—89.5%
Chess Puzzles—24%
Thematic Generalization—63.8%
LMArena Hard Prompts—1451
DTBench—90.1%
LMCA—38.7%
Epoch Capabilities Index—151.98
ForecastBench—61.4

Math Not comparable

Codestral: —, Grok 4.20 (Non-Reasoning): 48.2 (#65)

Math benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
FrontierMath (Tiers 1-3)—44.9%
FrontierMath Tier 4—17.1%
OTIS Mock AIME 2024-2025—92.2%
ProofBench—14%
LMArena Math—1455

Knowledge Not comparable

Codestral: —, Grok 4.20 (Non-Reasoning): 52.8 (#60)

Knowledge benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
GPQA Diamond—89.3%
SimpleQA Verified—30.2%
LMArena Expert—1439

Multimodal Not comparable

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

Multimodal benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
LMArena Vision—1263
Blueprint-Bench 2—0%
LMArena Document—1416

Multilingual Not comparable

Codestral: —, Grok 4.20 (Non-Reasoning): 54.5 (#40)

Multilingual benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
LMArena Non-English—1441
LMArena Chinese—1481
LMArena French—1476
LMArena German—1465
LMArena Japanese—1449
LMArena Korean—1417
LMArena Russian—1458
LMArena Spanish—1443

Instruction Following Not comparable

Codestral: —, Grok 4.20 (Non-Reasoning): 74.8 (#83)

Instruction Following benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
LMArena Instruction Following—1420

Long Context Not comparable

Codestral: —, Grok 4.20 (Non-Reasoning): 45.5 (#34)

Long Context benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
CL-bench—22.2%
CL-bench Life—11.9%
LMArena Longer Query—1437

Writing & Preference Not comparable

Codestral: —, Grok 4.20 (Non-Reasoning): 65.7 (#44)

Writing & Preference benchmarks
BenchmarkCodestralGrok 4.20 (Non-Reasoning)
LMArena Text—1451
LMArena Creative Writing—1438
EQ-Bench Creative Writing—1574
LMArena Multi-Turn—1456

Frequently asked questions

Is Codestral better than Grok 4.20 (Non-Reasoning)?

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 30.6 on the Noometry Index. Codestral costs 3.5× less per token, which makes it the better buy when Grok 4.20 (Non-Reasoning)'s lead doesn't matter for your workload.

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

Codestral is cheaper. It lists at $0.30 per million input tokens and $0.90 per million output tokens; Grok 4.20 (Non-Reasoning) lists at $1.25 and $2.50.

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

Grok 4.20 (Non-Reasoning) scores higher on coding benchmarks: 42.1 versus 27.3 in the Noometry coding category.

Which has the bigger context window?

Grok 4.20 (Non-Reasoning) does, with 1M tokens against 256K.

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

2 benchmarks have published results for both models. Codestral has 7 scored results on Noometry and Grok 4.20 (Non-Reasoning) has 46.

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