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

Last updated at: 2026-03-15

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
Rank #12 #14
Score 8.3 8.1
Consistency 9.5 8.5
Cost per result 8.525 0.225
Total Cost $1.023 $0.025
Tests Correct
Attempt pass rate 77.1% 79.2%
Flaky tests 1 3
Total Runs 48 48
Output Tokens 35,159 7,392
Reasoning Tokens 24,687 39,089
Response Time (avg) 11.23s 39.48s
Response Time (max) 46.35s 93.11s
Response Time (total) 89.84s 631.71s

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 7.7 10.0 66.7% 0 4.95s 1,031 1,093
DeepSeek V3.2 7.8 9.9 66.7% 0 33.39s 1,171 4,893
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 39.32s 3,081 7,856
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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