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DeepSeek: DeepSeek V3.2 vs Google: Gemini 3.1 Pro Preview

Last updated at: 2026-03-03

Metric DeepSeek: DeepSeek V3.2 medium Release: 2025-12-01 Google: Gemini 3.1 Pro Preview medium Release: 2026-02-19
Rank #12 #2
Avg Score 6.98 9.36
Consistency 8.75 10.00
Cost per result 0.193 2.443
Total Cost $0.018 $0.318
Tests Correct 9/14 13/14
Attempt pass rate 71.4% 92.9%
Flaky tests 2 0
Output Tokens 6,753 1,000
Reasoning Tokens 30,427 22,936

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 7.00 9.86 66.7% 0 1,171 4,893
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 106 2,533
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 9.88 10.00 100.0% 0 207 7,693
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 292 3,164
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 4.00 7.21 44.4% 1 3,081 7,856
Google: Gemini 3.1 Pro Preview 7.00 10.00 66.7% 0 18 10,688
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 7.00 9.84 50.0% 0 1,397 2,845
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 72 2,436
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 7.00 7.21 88.9% 1 390 6,281
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 238 3,133
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 10.00 10.00 100.0% 0 507 859
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 274 982

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