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Anthropic: Claude Sonnet 4.6 vs DeepSeek: DeepSeek V3.2

Last updated at: 2026-06-01

Metric Claude Sonnet 4.6 Claude Sonnet 4.6 none Release: 2026-02-17 DeepSeek V3.2 DeepSeek V3.2 medium Release: 2025-12-01
Score 7.0 6.9
Rank #78 #81
Reliability 10.0 10.0
Consistency 9.7 7.9
Tests Correct
Attempt pass rate 58.3% 63.3%
Flaky tests 1 6
Total Runs 60 60
Cost per result 2.782 0.335
Total Cost $0.306 $0.037
Input Price $3.000 / 1M $0.252 / 1M
Output Price $15.000 / 1M $0.378 / 1M
Output Tokens 9,450 7,177
Reasoning Tokens 0 68,297
Response Time (avg) 5.27s 53.34s
Response Time (max) 23.84s 189.03s
Response Time (total) 68.50s 1066.71s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 4.8 10.0 25.0% 0 2.94s 1,214 0
DeepSeek V3.2 8.7 10.0 83.3% 1 24.23s 3,247 6,953
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 6.8 10.0 50.0% 0 6.73s 2,112 0
DeepSeek V3.2 3.9 5.8 33.3% 1 184.97s 640 21,230
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 9.5 10.0 100.0% 0 23.84s 3,766 0
DeepSeek V3.2 10.0 10.0 100.0% 0 93.11s 571 6,296
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 10.0 10.0 100.0% 0 3.43s 252 0
DeepSeek V3.2 10.0 10.0 100.0% 0 36.09s 207 7,693
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 7.7 10.0 66.7% 0 3.54s 413 0
DeepSeek V3.2 2.9 4.4 22.2% 2 24.27s 21 6,838
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 6.1 3.1 66.7% 1 2.56s 192 0
DeepSeek V3.2 3.4 2.5 33.3% 1 58.29s 49 2,189
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 6.5 10.0 50.0% 0 1.96s 90 0
DeepSeek V3.2 10.0 10.0 100.0% 0 35.78s 1,397 2,845
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 7.7 10.0 66.7% 0 2.53s 533 0
DeepSeek V3.2 7.0 7.2 55.6% 1 37.69s 518 6,375
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 10.0 10.0 100.0% 0 4.11s 447 0
DeepSeek V3.2 10.0 10.0 100.0% 0 34.81s 507 859
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 3.0 10.0 0.0% 0 4.67s 431 0
DeepSeek V3.2 3.0 10.0 0.0% 0 83.99s 20 7,019

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