Model comparison

Grok 4.20 Multi-Agent vs Kimi K2.6

Kimi K2.6 is the stronger model overall, scoring 47.5 to 45.5 on the Noometry Index.

Last verified . 19 shared benchmarks.

Grok 4.20 Multi-Agent xAI

45.5

Rank #62 Confirmed

Kimi K2.6 Moonshot AI

47.5

Rank #52 Confirmed

Summary

  • They share 19 benchmarks with published results for both. Grok 4.20 Multi-Agent scores higher in 2 categories and Kimi K2.6 in 7 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where Kimi K2.6 leads 56.8 to 36.6.
  • Grok 4.20 Multi-Agent is cheaper at $1.25 / $2.50 per million input/output tokens, against $0.95 / $4 for Kimi K2.6.
  • Grok 4.20 Multi-Agent accepts more context: 1M tokens versus 262K.
  • Kimi K2.6 has downloadable open weights; the other is API-only.

Side by side

Grok 4.20 Multi-Agent and Kimi K2.6 specifications
Grok 4.20 Multi-AgentKimi K2.6
ProviderxAIMoonshot AI
Noometry Index45.547.5
Released2026-03-092026-04-20
WeightsProprietaryOpen
Context window1M262K
Max output30K262K
Input $ / M tokens$1.25$0.95
Output $ / M tokens$2.50$4
Results tracked2051

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Category by category

Coding Kimi K2.6 leads

Grok 4.20 Multi-Agent: 42.4 (#91), Kimi K2.6: 50.5 (#41)

Coding benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K2.6
LMArena Coding14581488
SWE-bench Verified—76.7%
LMArena WebDev—1509
SciCode—53.5%
WeirdML—55.9%
ALE-Bench—1,093

Agentic & Tool Use Not comparable

Grok 4.20 Multi-Agent: —, Kimi K2.6: 21.8 (#128)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K2.6
OSWorld 2.0—4.6%
ExploitBench—18.4%
GBAEval—0.9%
GDP.pdf—12%
LMArena Search1204—
Vending-Bench 2—6,205

Reasoning Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 42.4 (#44), Kimi K2.6: 39.6 (#51)

Reasoning benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K2.6
NYT Connections (extended)89.6%87.2%
LMArena Hard Prompts14481470
CritPt—8%
Chess Puzzles—26%
EBR-Bench—2.4%
Mystery Game Puzzles—18%
DTBench—90.9%
LMCA—37.3%
Epoch Capabilities Index—151.03

Math Kimi K2.6 leads

Grok 4.20 Multi-Agent: 36.6 (#106), Kimi K2.6: 56.8 (#34)

Knowledge Kimi K2.6 leads

Grok 4.20 Multi-Agent: 39.7 (#116), Kimi K2.6: 53.9 (#48)

Knowledge benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K2.6
LMArena Expert14451491
GPQA Diamond—90.8%
SimpleQA Verified—34.9%
Vectara Hallucination Rate—10.8%

Multimodal Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 39.8 (#44), Kimi K2.6: 31.8 (#95)

Multimodal benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K2.6
LMArena Vision12591282
Blueprint-Bench 2—3.9%
Furniture Assembly—21.7%
LMArena Document—1451

Multilingual Too close to call

Grok 4.20 Multi-Agent: 54.6 (#40), Kimi K2.6: 55.1 (#35)

Multilingual benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K2.6
LMArena Non-English14401446
LMArena Chinese14751521
LMArena French14671471
LMArena German14561449
LMArena Japanese14051442
LMArena Korean14161428
LMArena Russian14571446
LMArena Spanish14471463

Instruction Following Kimi K2.6 leads

Grok 4.20 Multi-Agent: 75.0 (#80), Kimi K2.6: 76.5 (#40)

Instruction Following benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K2.6
LMArena Instruction Following14201451

Long Context Kimi K2.6 leads

Grok 4.20 Multi-Agent: 43.7 (#84), Kimi K2.6: 44.9 (#50)

Long Context benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K2.6
LMArena Longer Query14301468

Writing & Preference Kimi K2.6 leads

Grok 4.20 Multi-Agent: 64.1 (#57), Kimi K2.6: 68.7 (#25)

Writing & Preference benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K2.6
LMArena Text14501455
LMArena Creative Writing14351434
LMArena Multi-Turn14511453
EQ-Bench Creative Writing—1725
EQ-Bench 4—1202

Frequently asked questions

Is Grok 4.20 Multi-Agent better than Kimi K2.6?

Kimi K2.6 is the stronger model overall, scoring 47.5 to 45.5 on the Noometry Index.

Which is cheaper, Grok 4.20 Multi-Agent or Kimi K2.6?

Grok 4.20 Multi-Agent is cheaper. It lists at $1.25 per million input tokens and $2.50 per million output tokens; Kimi K2.6 lists at $0.95 and $4.

Is Grok 4.20 Multi-Agent or Kimi K2.6 better for coding?

Kimi K2.6 scores higher on coding benchmarks: 50.5 versus 42.4 in the Noometry coding category.

Which has the bigger context window?

Grok 4.20 Multi-Agent does, with 1M tokens against 262K.

How many benchmarks do Grok 4.20 Multi-Agent and Kimi K2.6 share?

19 benchmarks have published results for both models. Grok 4.20 Multi-Agent has 20 scored results on Noometry and Kimi K2.6 has 51.

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