Model comparison

Claude 2.1 vs Grok 4.20 (Non-Reasoning)

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 25.2 on the Noometry Index.

Last verified . 6 shared benchmarks.

Claude 2.1 Anthropic

25.2

Rank #345 Reported

Grok 4.20 (Non-Reasoning) xAI

48.6

Rank #54 Confirmed

Summary

  • They share 6 benchmarks with published results for both. Claude 2.1 scores higher in 0 categories and Grok 4.20 (Non-Reasoning) in 4 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in math, where Grok 4.20 (Non-Reasoning) leads 48.2 to 10.2.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 1.9% for Claude 2.1 and 92.2% for Grok 4.20 (Non-Reasoning).

Side by side

Claude 2.1 and Grok 4.20 (Non-Reasoning) specifications
Claude 2.1Grok 4.20 (Non-Reasoning)
ProviderAnthropicxAI
Noometry Index25.248.6
Released2023-11-212026-02-17
WeightsProprietaryProprietary
Context window—1M
Max output—30K
Input $ / M tokens—$1.25
Output $ / M tokens—$2.50
Results tracked746

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Category by category

Coding Grok 4.20 (Non-Reasoning) leads

Claude 2.1: 26.2 (#327), Grok 4.20 (Non-Reasoning): 42.1 (#112)

Coding benchmarks
BenchmarkClaude 2.1Grok 4.20 (Non-Reasoning)
WeirdML7.1%52.3%
LMArena WebDev—1375
LMArena Coding—1459
ALE-Bench—1,150

Agentic & Tool Use Not comparable

Claude 2.1: —, Grok 4.20 (Non-Reasoning): 34.4 (#46)

Agentic & Tool Use benchmarks
BenchmarkClaude 2.1Grok 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

Claude 2.1: 21.4 (#221), Grok 4.20 (Non-Reasoning): 52.3 (#32)

Reasoning benchmarks
BenchmarkClaude 2.1Grok 4.20 (Non-Reasoning)
DTBench51%90.1%
Epoch Capabilities Index119.27151.98
ForecastBench54.261.4
ARC-AGI-2—65.1%
Kagi LLM Benchmark—75%
NYT Connections (extended)—85.4%
ARC-AGI-1—89.5%
Chess Puzzles—24%
Thematic Generalization—63.8%
LMArena Hard Prompts—1451
LMCA—38.7%

Math Grok 4.20 (Non-Reasoning) leads

Claude 2.1: 10.2 (#315), Grok 4.20 (Non-Reasoning): 48.2 (#65)

Math benchmarks
BenchmarkClaude 2.1Grok 4.20 (Non-Reasoning)
OTIS Mock AIME 2024-20251.9%92.2%
FrontierMath (Tiers 1-3)—44.9%
FrontierMath Tier 4—17.1%
ProofBench—14%
LMArena Math—1455

Knowledge Grok 4.20 (Non-Reasoning) leads

Claude 2.1: 15.4 (#292), Grok 4.20 (Non-Reasoning): 52.8 (#60)

Knowledge benchmarks
BenchmarkClaude 2.1Grok 4.20 (Non-Reasoning)
GPQA Diamond33%89.3%
SimpleQA Verified—30.2%
LMArena Expert—1439
MMLU73.5%—

Multimodal Not comparable

Claude 2.1: —, Grok 4.20 (Non-Reasoning): 33.3 (#98)

Multimodal benchmarks
BenchmarkClaude 2.1Grok 4.20 (Non-Reasoning)
LMArena Vision—1263
Blueprint-Bench 2—0%
LMArena Document—1416

Multilingual Not comparable

Claude 2.1: —, Grok 4.20 (Non-Reasoning): 54.5 (#40)

Multilingual benchmarks
BenchmarkClaude 2.1Grok 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

Claude 2.1: —, Grok 4.20 (Non-Reasoning): 74.8 (#83)

Instruction Following benchmarks
BenchmarkClaude 2.1Grok 4.20 (Non-Reasoning)
LMArena Instruction Following—1420

Long Context Not comparable

Claude 2.1: —, Grok 4.20 (Non-Reasoning): 45.5 (#34)

Long Context benchmarks
BenchmarkClaude 2.1Grok 4.20 (Non-Reasoning)
CL-bench—22.2%
CL-bench Life—11.9%
LMArena Longer Query—1437

Writing & Preference Not comparable

Claude 2.1: —, Grok 4.20 (Non-Reasoning): 65.7 (#44)

Writing & Preference benchmarks
BenchmarkClaude 2.1Grok 4.20 (Non-Reasoning)
LMArena Text—1451
LMArena Creative Writing—1438
EQ-Bench Creative Writing—1574
LMArena Multi-Turn—1456

Frequently asked questions

Is Claude 2.1 better than Grok 4.20 (Non-Reasoning)?

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 25.2 on the Noometry Index.

Is Claude 2.1 or Grok 4.20 (Non-Reasoning) better for coding?

Grok 4.20 (Non-Reasoning) scores higher on coding benchmarks: 42.1 versus 26.2 in the Noometry coding category.

How many benchmarks do Claude 2.1 and Grok 4.20 (Non-Reasoning) share?

6 benchmarks have published results for both models. Claude 2.1 has 7 scored results on Noometry and Grok 4.20 (Non-Reasoning) has 46.

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