Model comparison

Claude Opus 4 vs DeepSeek-V3

Claude Opus 4 is the stronger model overall, scoring 43.1 to 39.5 on the Noometry Index. DeepSeek-V3 costs 74× less per token, which makes it the better buy when Claude Opus 4's lead doesn't matter for your workload.

Last verified . 41 shared benchmarks.

Claude Opus 4 Anthropic

43.1

Rank #100 Confirmed

DeepSeek-V3 DeepSeek

39.5

Rank #166 Confirmed

Summary

  • They share 41 benchmarks with published results for both. Claude Opus 4 scores higher in 8 categories and DeepSeek-V3 in 0 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Opus 4 leads 42.0 to 32.1.
  • The biggest single-benchmark swing is SimpleBench: 58.8% for Claude Opus 4 and 27.2% for DeepSeek-V3.
  • DeepSeek-V3 is cheaper at $0.24 / $0.90 per million input/output tokens, against $15 / $75 for Claude Opus 4.
  • Claude Opus 4 accepts more context: 200K tokens versus 164K.
  • DeepSeek-V3 has downloadable open weights; the other is API-only.

Side by side

Claude Opus 4 and DeepSeek-V3 specifications
Claude Opus 4DeepSeek-V3
ProviderAnthropicDeepSeek
Noometry Index43.139.5
Released2025-05-222024-12-26
WeightsProprietaryOpen
Context window200K164K
Max output32K164K
Input $ / M tokens$15$0.24
Output $ / M tokens$75$0.90
Results tracked5660

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

Category by category

Coding Claude Opus 4 leads

Claude Opus 4: 47.2 (#62), DeepSeek-V3: 42.3 (#106)

Coding benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
Aider Polyglot72%55.1%
WeirdML43.7%36.1%
LMArena Coding14421368
SWE-bench Verified70.7%—
SWE-bench Verified (bash only)67.6%—
SciCode—35.8%
GSO6.9%—
BigCodeBench Instruct—50%
LiveBench Coding—70.9%
BigCodeBench Complete—62.2%
AlgoTune1.33—
HumanEval+—86.6%
MBPP+—73%

Agentic & Tool Use Not comparable

Claude Opus 4: 34.8 (#42), DeepSeek-V3: —

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
METR Time Horizons63.9%49.6%
Cybench38%—
DeepResearch Bench46.8%—
LMArena Search1127—

Reasoning Claude Opus 4 leads

Claude Opus 4: 27.3 (#121), DeepSeek-V3: 20.5 (#236)

Reasoning benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
SimpleBench58.8%27.2%
Kagi LLM Benchmark74.3%52.3%
CritPt0.3%0%
LMArena Hard Prompts13991365
DTBench81.6%64.8%
LMCA37.4%15.5%
Epoch Capabilities Index142.67135.94
ForecastBench61.159.1
ARC-AGI-28.6%—
ARC-AGI-135.7%—
EnigmaEval5.6%—
LiveBench Reasoning—65.8%
LiveBench Data Analysis—60.9%
BIG-Bench Hard—87.5%
HellaSwag—88.9%
LiveBench—66.9%
PIQA—84.7%
WinoGrande—85.2%

Math Claude Opus 4 leads

Claude Opus 4: 42.0 (#86), DeepSeek-V3: 32.1 (#219)

Math benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
OTIS Mock AIME 2024-202564.4%37.8%
Omni-MATH61.6%40.3%
LMArena Math13901373
MATH Level 585%75.5%
FrontierMath (Feb 2025 set)4.5%1.7%
LiveBench Math—73.5%
FrontierMath Tier 4 (v1)4.2%—

Knowledge Claude Opus 4 leads

Claude Opus 4: 44.0 (#88), DeepSeek-V3: 37.5 (#155)

Knowledge benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
GPQA Diamond76.3%67.6%
MMLU-Pro87.5%72.3%
Confabulations15.9%26.1%
Vectara Hallucination Rate12%6.1%
GPQA (HELM)70.8%53.8%
LMArena Expert13861351
Humanity's Last Exam10.7%—
ARC (AI2) Challenge—95.3%
MMLU—87.2%
TriviaQA—82.9%

Multimodal Not comparable

Claude Opus 4: 31.5 (#106), DeepSeek-V3: —

Multimodal benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
LMArena Vision1192—
GeoBench49%—
VPCT38%—

Multilingual Too close to call

Claude Opus 4: 48.8 (#138), DeepSeek-V3: 48.5 (#143)

Multilingual benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
LMArena Non-English13621358
LMArena Chinese13861391
LMArena French13721385
LMArena German13911374
LMArena Japanese13311333
LMArena Korean13211319
LMArena Russian13921373
LMArena Spanish13891358

Instruction Following Claude Opus 4 leads

Claude Opus 4: 77.1 (#28), DeepSeek-V3: 72.8 (#130)

Instruction Following benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
IFEval91.8%83.2%
LMArena Instruction Following14061345
LiveBench Instruction Following—81.5%

Long Context Claude Opus 4 leads

Claude Opus 4: 39.6 (#172), DeepSeek-V3: 34.0 (#253)

Long Context benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
Fiction.LiveBench61.1%50%
LMArena Longer Query14221352

Writing & Preference Claude Opus 4 leads

Claude Opus 4: 61.2 (#89), DeepSeek-V3: 57.4 (#130)

Writing & Preference benchmarks
BenchmarkClaude Opus 4DeepSeek-V3
LMArena Text13771375
LMArena Creative Writing13871364
Short-Story Creative Writing83.6%77%
EQ-Bench Creative Writing15801472
WildBench85.2%83%
LMArena Multi-Turn13961389
LiveBench Language—49.1%

Frequently asked questions

Is Claude Opus 4 better than DeepSeek-V3?

Claude Opus 4 is the stronger model overall, scoring 43.1 to 39.5 on the Noometry Index. DeepSeek-V3 costs 74× less per token, which makes it the better buy when Claude Opus 4's lead doesn't matter for your workload.

Which is cheaper, Claude Opus 4 or DeepSeek-V3?

DeepSeek-V3 is cheaper. It lists at $0.24 per million input tokens and $0.90 per million output tokens; Claude Opus 4 lists at $15 and $75.

Is Claude Opus 4 or DeepSeek-V3 better for coding?

Claude Opus 4 scores higher on coding benchmarks: 47.2 versus 42.3 in the Noometry coding category.

Which has the bigger context window?

Claude Opus 4 does, with 200K tokens against 164K.

How many benchmarks do Claude Opus 4 and DeepSeek-V3 share?

41 benchmarks have published results for both models. Claude Opus 4 has 56 scored results on Noometry and DeepSeek-V3 has 60.

Related comparisons

Go deeper