Model comparison

Claude Opus 4.1 vs DeepSeek-V3.2-Speciale

Claude Opus 4.1 is the stronger model overall, scoring 41.0 to 39.7 on the Noometry Index. DeepSeek-V3.2-Speciale costs 35× less per token, which makes it the better buy when Claude Opus 4.1's lead doesn't matter for your workload.

Last verified . 2 shared benchmarks.

Claude Opus 4.1 Anthropic

41.0

Rank #142 Confirmed

DeepSeek-V3.2-Speciale DeepSeek

39.7

Rank #162 Reported

Summary

  • They share 2 benchmarks with published results for both. Claude Opus 4.1 scores higher in 2 categories and DeepSeek-V3.2-Speciale in 1 category; 2 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Claude Opus 4.1 leads 62.4 to 46.0.
  • The biggest single-benchmark swing is SimpleBench: 60% for Claude Opus 4.1 and 52.6% for DeepSeek-V3.2-Speciale.
  • DeepSeek-V3.2-Speciale is cheaper at $0.58 / $1.68 per million input/output tokens, against $15 / $75 for Claude Opus 4.1.
  • Claude Opus 4.1 accepts more context: 200K tokens versus 128K.
  • DeepSeek-V3.2-Speciale has downloadable open weights; the other is API-only.

Side by side

Claude Opus 4.1 and DeepSeek-V3.2-Speciale specifications
Claude Opus 4.1DeepSeek-V3.2-Speciale
ProviderAnthropicDeepSeek
Noometry Index41.039.7
Released2025-08-052025-12-01
WeightsProprietaryOpen
Context window200K128K
Max output32K128K
Input $ / M tokens$15$0.58
Output $ / M tokens$75$1.68
Results tracked483

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Category by category

Coding Claude Opus 4.1 leads

Claude Opus 4.1: 44.4 (#73), DeepSeek-V3.2-Speciale: 40.4 (#140)

Coding benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
WeirdML45.9%46.7%
SWE-bench Verified73.3%—
LMArena WebDev1390—
LMArena Coding1479—
ALE-Bench674.77—
AlgoTune1.34—

Agentic & Tool Use Not comparable

Claude Opus 4.1: 35.0 (#41), DeepSeek-V3.2-Speciale: —

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
Terminal-Bench38%—
GDPval43.6%—
Cybench42%—
DeepResearch Bench48.3%—
LMArena Search1148—
METR Time Horizons66.8%—

Reasoning Too close to call

Claude Opus 4.1: 32.2 (#76), DeepSeek-V3.2-Speciale: 32.9 (#73)

Reasoning benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
SimpleBench60%52.6%
Chess Puzzles7%—
EnigmaEval7.2%—
EBR-Bench7.9%—
LMArena Hard Prompts1443—
Mystery Game Puzzles21%—
DTBench80%—
LMCA37.1%—
Epoch Capabilities Index144.12—
ForecastBench62—

Math Not comparable

Claude Opus 4.1: 22.3 (#277), DeepSeek-V3.2-Speciale: —

Math benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
FrontierMath (Tiers 1-3)12.6%—
FrontierMath Tier 42.4%—
OTIS Mock AIME 2024-202568.9%—
LMArena Math1431—
FrontierMath (Feb 2025 set)7.2%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Not comparable

Claude Opus 4.1: 42.0 (#101), DeepSeek-V3.2-Speciale: —

Knowledge benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
GPQA Diamond77.3%—
Humanity's Last Exam11.5%—
Confabulations17.1%—
Vectara Hallucination Rate11.8%—
LMArena Expert1439—

Multimodal Not comparable

Claude Opus 4.1: 26.8 (#119), DeepSeek-V3.2-Speciale: —

Multimodal benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
VPCT35%—

Multilingual Not comparable

Claude Opus 4.1: 52.0 (#95), DeepSeek-V3.2-Speciale: —

Multilingual benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
LMArena Non-English1405—
LMArena Chinese1427—
LMArena French1431—
LMArena German1413—
LMArena Japanese1378—
LMArena Korean1380—
LMArena Russian1422—
LMArena Spanish1448—

Instruction Following Not comparable

Claude Opus 4.1: 75.6 (#58), DeepSeek-V3.2-Speciale: —

Instruction Following benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
LMArena Instruction Following1435—

Long Context Not comparable

Claude Opus 4.1: 44.5 (#63), DeepSeek-V3.2-Speciale: —

Long Context benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
LMArena Longer Query1455—

Writing & Preference Claude Opus 4.1 leads

Claude Opus 4.1: 62.4 (#74), DeepSeek-V3.2-Speciale: 46.0 (#222)

Writing & Preference benchmarks
BenchmarkClaude Opus 4.1DeepSeek-V3.2-Speciale
LMArena Text1419—
LMArena Creative Writing1412—
Short-Story Creative Writing84.7%—
EQ-Bench Creative Writing—1276
LMArena Multi-Turn1444—

Frequently asked questions

Is Claude Opus 4.1 better than DeepSeek-V3.2-Speciale?

Claude Opus 4.1 is the stronger model overall, scoring 41.0 to 39.7 on the Noometry Index. DeepSeek-V3.2-Speciale costs 35× less per token, which makes it the better buy when Claude Opus 4.1's lead doesn't matter for your workload.

Which is cheaper, Claude Opus 4.1 or DeepSeek-V3.2-Speciale?

DeepSeek-V3.2-Speciale is cheaper. It lists at $0.58 per million input tokens and $1.68 per million output tokens; Claude Opus 4.1 lists at $15 and $75.

Is Claude Opus 4.1 or DeepSeek-V3.2-Speciale better for coding?

Claude Opus 4.1 scores higher on coding benchmarks: 44.4 versus 40.4 in the Noometry coding category.

Which has the bigger context window?

Claude Opus 4.1 does, with 200K tokens against 128K.

How many benchmarks do Claude Opus 4.1 and DeepSeek-V3.2-Speciale share?

2 benchmarks have published results for both models. Claude Opus 4.1 has 48 scored results on Noometry and DeepSeek-V3.2-Speciale has 3.

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