Model comparison

DeepSeek-V3.2-Speciale vs Grok 4.20 Multi-Agent

Grok 4.20 Multi-Agent is the stronger model overall, scoring 45.5 to 39.1 on the Noometry Index. DeepSeek-V3.2-Speciale costs 1.8× less per token, which makes it the better buy when Grok 4.20 Multi-Agent's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

DeepSeek-V3.2-Speciale DeepSeek

39.1

Rank #159 Reported

Grok 4.20 Multi-Agent xAI

45.5

Rank #62 Confirmed

Summary

  • The widest gap is in writing & preference, where Grok 4.20 Multi-Agent leads 64.1 to 46.1.
  • DeepSeek-V3.2-Speciale is cheaper at $0.58 / $1.68 per million input/output tokens, against $1.25 / $2.50 for Grok 4.20 Multi-Agent.
  • Grok 4.20 Multi-Agent accepts more context: 1M tokens versus 128K.
  • DeepSeek-V3.2-Speciale has downloadable open weights; the other is API-only.

Side by side

DeepSeek-V3.2-Speciale and Grok 4.20 Multi-Agent specifications
DeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
ProviderDeepSeekxAI
Noometry Index39.145.5
Released2025-12-012026-03-09
WeightsOpenProprietary
Context window128K1M
Max output128K30K
Input $ / M tokens$0.58$1.25
Output $ / M tokens$1.68$2.50
Results tracked320

Sponsored placements are available on pages like this one. Advertise on Noometry

Category by category

Coding Grok 4.20 Multi-Agent leads

DeepSeek-V3.2-Speciale: 39.9 (#136), Grok 4.20 Multi-Agent: 42.4 (#91)

Coding benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
WeirdML46.7%—
LMArena Coding—1458

Agentic & Tool Use Not comparable

DeepSeek-V3.2-Speciale: —, Grok 4.20 Multi-Agent: —

Agentic & Tool Use benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
LMArena Search—1204

Reasoning Grok 4.20 Multi-Agent leads

DeepSeek-V3.2-Speciale: 32.1 (#65), Grok 4.20 Multi-Agent: 42.4 (#44)

Reasoning benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
SimpleBench52.6%—
NYT Connections (extended)—89.6%
LMArena Hard Prompts—1448

Math Not comparable

DeepSeek-V3.2-Speciale: —, Grok 4.20 Multi-Agent: 36.6 (#106)

Math benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
LMArena Math—1441

Knowledge Not comparable

DeepSeek-V3.2-Speciale: —, Grok 4.20 Multi-Agent: 39.7 (#116)

Knowledge benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
LMArena Expert—1445

Multimodal Not comparable

DeepSeek-V3.2-Speciale: —, Grok 4.20 Multi-Agent: 39.8 (#44)

Multimodal benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
LMArena Vision—1259

Multilingual Not comparable

DeepSeek-V3.2-Speciale: —, Grok 4.20 Multi-Agent: 54.6 (#40)

Multilingual benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
LMArena Non-English—1440
LMArena Chinese—1475
LMArena French—1467
LMArena German—1456
LMArena Japanese—1405
LMArena Korean—1416
LMArena Russian—1457
LMArena Spanish—1447

Instruction Following Not comparable

DeepSeek-V3.2-Speciale: —, Grok 4.20 Multi-Agent: 75.0 (#80)

Instruction Following benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
LMArena Instruction Following—1420

Long Context Not comparable

DeepSeek-V3.2-Speciale: —, Grok 4.20 Multi-Agent: 43.7 (#84)

Long Context benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
LMArena Longer Query—1430

Writing & Preference Grok 4.20 Multi-Agent leads

DeepSeek-V3.2-Speciale: 46.1 (#217), Grok 4.20 Multi-Agent: 64.1 (#57)

Writing & Preference benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGrok 4.20 Multi-Agent
LMArena Text—1450
LMArena Creative Writing—1435
EQ-Bench Creative Writing1276—
LMArena Multi-Turn—1451

Frequently asked questions

Is DeepSeek-V3.2-Speciale better than Grok 4.20 Multi-Agent?

Grok 4.20 Multi-Agent is the stronger model overall, scoring 45.5 to 39.1 on the Noometry Index. DeepSeek-V3.2-Speciale costs 1.8× less per token, which makes it the better buy when Grok 4.20 Multi-Agent's lead doesn't matter for your workload.

Which is cheaper, DeepSeek-V3.2-Speciale or Grok 4.20 Multi-Agent?

DeepSeek-V3.2-Speciale is cheaper. It lists at $0.58 per million input tokens and $1.68 per million output tokens; Grok 4.20 Multi-Agent lists at $1.25 and $2.50.

Is DeepSeek-V3.2-Speciale or Grok 4.20 Multi-Agent better for coding?

Grok 4.20 Multi-Agent scores higher on coding benchmarks: 42.4 versus 39.9 in the Noometry coding category.

Which has the bigger context window?

Grok 4.20 Multi-Agent does, with 1M tokens against 128K.

How many benchmarks do DeepSeek-V3.2-Speciale and Grok 4.20 Multi-Agent share?

0 benchmarks have published results for both models. DeepSeek-V3.2-Speciale has 3 scored results on Noometry and Grok 4.20 Multi-Agent has 20.

Related comparisons

Go deeper