Model comparison

Grok 4.20 (Non-Reasoning) vs Qwen3.8 Max

Qwen3.8 Max is the stronger model overall, scoring 56.8 to 48.6 on the Noometry Index. Grok 4.20 (Non-Reasoning) costs 1.9× less per token, which makes it the better buy when Qwen3.8 Max's lead doesn't matter for your workload.

Last verified . 31 shared benchmarks.

Grok 4.20 (Non-Reasoning) xAI

48.6

Rank #54 Confirmed

Qwen3.8 Max Alibaba (Qwen)

56.8

Rank #22 Confirmed

Summary

  • They share 31 benchmarks with published results for both. Grok 4.20 (Non-Reasoning) scores higher in 0 categories and Qwen3.8 Max in 10 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where Qwen3.8 Max leads 73.2 to 48.2.
  • The biggest single-benchmark swing is ProofBench: 14% for Grok 4.20 (Non-Reasoning) and 58% for Qwen3.8 Max.
  • Grok 4.20 (Non-Reasoning) is cheaper at $1.25 / $2.50 per million input/output tokens, against $2 / $6 for Qwen3.8 Max.

Side by side

Grok 4.20 (Non-Reasoning) and Qwen3.8 Max specifications
Grok 4.20 (Non-Reasoning)Qwen3.8 Max
ProviderxAIAlibaba (Qwen)
Noometry Index48.656.8
Released2026-02-172026-08-02
WeightsProprietaryProprietary
Context window1M1M
Max output30K131K
Input $ / M tokens$1.25$2
Output $ / M tokens$2.50$6
Results tracked4639

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Category by category

Coding Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 42.1 (#112), Qwen3.8 Max: 53.5 (#29)

Coding benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena WebDev13751674
LMArena Coding14591502
DeepSWE—57.5%
FrontierSWE—17.8%
SciCode—53.2%
WeirdML52.3%—
ALE-Bench1,150—

Agentic & Tool Use Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 34.4 (#46), Qwen3.8 Max: 45.4 (#14)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
τ²-bench Banking18%55.1%
Terminal-Bench57.3%—
APEX-Agents—63.3%
GDP.pdf—23.2%
LMArena Search1189—
Vending-Bench 24,663—

Reasoning Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 52.3 (#32), Qwen3.8 Max: 54.4 (#26)

Reasoning benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
NYT Connections (extended)85.4%88.3%
Chess Puzzles24%40%
LMArena Hard Prompts14511496
DTBench90.1%92%
LMCA38.7%46.2%
Epoch Capabilities Index151.98156.41
ARC-AGI-265.1%—
Kagi LLM Benchmark75%—
ARC-AGI-189.5%—
CritPt—20%
Thematic Generalization63.8%—
Mystery Game Puzzles—38%
ForecastBench61.4—

Math Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 48.2 (#65), Qwen3.8 Max: 73.2 (#20)

Math benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
FrontierMath (Tiers 1-3)44.9%74.7%
FrontierMath Tier 417.1%46.3%
OTIS Mock AIME 2024-202592.2%100%
ProofBench14%58%
LMArena Math14551499

Knowledge Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 52.8 (#60), Qwen3.8 Max: 61.7 (#27)

Knowledge benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
GPQA Diamond89.3%92.7%
SimpleQA Verified30.2%47.3%
LMArena Expert14391507

Multimodal Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 33.3 (#98), Qwen3.8 Max: 37.2 (#75)

Multimodal benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Vision12631314
Blueprint-Bench 20%—
Furniture Assembly—20%
LMArena Document1416—

Multilingual Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 54.5 (#40), Qwen3.8 Max: 56.7 (#18)

Multilingual benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Non-English14411472
LMArena Chinese14811538
LMArena French14761503
LMArena German14651483
LMArena Japanese14491467
LMArena Korean14171461
LMArena Russian14581481
LMArena Spanish14431492

Instruction Following Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 74.8 (#83), Qwen3.8 Max: 77.6 (#17)

Instruction Following benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Instruction Following14201479

Long Context Too close to call

Grok 4.20 (Non-Reasoning): 45.5 (#34), Qwen3.8 Max: 45.6 (#31)

Long Context benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Longer Query14371489
CL-bench22.2%—
CL-bench Life11.9%—

Writing & Preference Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 65.7 (#44), Qwen3.8 Max: 67.1 (#30)

Writing & Preference benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Text14511483
LMArena Creative Writing14381479
LMArena Multi-Turn14561489
EQ-Bench Creative Writing1574—

Frequently asked questions

Is Grok 4.20 (Non-Reasoning) better than Qwen3.8 Max?

Qwen3.8 Max is the stronger model overall, scoring 56.8 to 48.6 on the Noometry Index. Grok 4.20 (Non-Reasoning) costs 1.9× less per token, which makes it the better buy when Qwen3.8 Max's lead doesn't matter for your workload.

Which is cheaper, Grok 4.20 (Non-Reasoning) or Qwen3.8 Max?

Grok 4.20 (Non-Reasoning) is cheaper. It lists at $1.25 per million input tokens and $2.50 per million output tokens; Qwen3.8 Max lists at $2 and $6.

Is Grok 4.20 (Non-Reasoning) or Qwen3.8 Max better for coding?

Qwen3.8 Max scores higher on coding benchmarks: 53.5 versus 42.1 in the Noometry coding category.

Which has the bigger context window?

Both accept 1M tokens.

How many benchmarks do Grok 4.20 (Non-Reasoning) and Qwen3.8 Max share?

31 benchmarks have published results for both models. Grok 4.20 (Non-Reasoning) has 46 scored results on Noometry and Qwen3.8 Max has 39.

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