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

Last updated at: 2026-04-30

Metric Claude Sonnet 4.6 Claude Sonnet 4.6 medium Release: 2026-02-17 DeepSeek V3.2 DeepSeek V3.2 medium Release: 2025-12-01
Score 8.0 8.0
Rank #36 #37
Reliability N/A N/A
Consistency 9.5 8.2
Tests Correct
Attempt pass rate 74.1% 79.6%
Flaky tests 1 4
Total Runs 54 52
Cost per result 8.930 0.231
Total Cost $1.161 $0.028
Input Price $3.000 / 1M $0.252 / 1M
Output Price $15.000 / 1M $0.378 / 1M
Output Tokens 42,068 7,554
Reasoning Tokens 26,784 45,588
Response Time (avg) 12.66s 43.49s
Response Time (max) 46.35s 180.92s
Response Time (total) 126.62s 782.73s

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 6.5 10.0 50.0% 0 2.98s 1,046 1,093
DeepSeek V3.2 8.4 9.9 75.0% 0 30.72s 3,773 7,523
Coding 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 35.76s 6,894 2,097
DeepSeek V3.2 4.7 1.6 66.7% 1 180.92s 626 6,792
Combined 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 46.35s 5,871 3,962
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 13.90s 649 742
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 2.9 7.2 11.1% 1 0ms 25,790 16,919
DeepSeek V3.2 5.3 7.2 44.4% 1 21.78s 15 4,933
General Intelligence 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 4.94s 256 433
DeepSeek V3.2 5.4 2.5 66.7% 1 31.30s 68 2,366
Instructions following 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 2.61s 318 552
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 10.0 10.0 100.0% 0 4.80s 589 635
DeepSeek V3.2 8.2 7.2 88.9% 1 36.87s 390 6,281
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 7.48s 655 351
DeepSeek V3.2 10.0 10.0 100.0% 0 34.81s 507 859

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