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AI BENCHY Failures

Wrong answer Failures

See which AI models run into Wrong answer most often, so you can spot reliability risks before choosing one. Sort by: Score ↓.

Models Shown

15

Total Failures

572

Most Affected Model

Gemini 3.1 Pro Preview 1

Categories

In category Domain specific182 In category Anti-AI Tricks165 In category Puzzle Solving85 In category Instructions following44 In category Combined37 In category Coding28 In category Data parsing and extraction19 In category General Intelligence10 In category Tool Calling2
Rank Model Company Wrong answer Count Score Tests Correct Response Time (avg)
#2 Gemini 3.1 Pro Preview medium Google 1 9.6 17/18 16.0s
#3 Claude Opus 4.7 medium Anthropic 1 9.2 16/18 3.53s
#4 Claude Opus 4.7 none Anthropic 2 9.2 16/18 3.13s
#5 Gemini 3 Flash Preview low Google 3 8.8 15/18 6.01s
#6 Seed-2.0-Lite medium Bytedance Seed 3 8.6 13/18 30.4s
#7 GPT-5.3-Codex medium OpenAI 3 8.6 13/18 15.4s
#8 Qwen3.5 Plus 2026-02-15 medium Qwen 2 8.5 14/18 46.6s
#9 Qwen3.6 Plus Preview medium Qwen 3 8.5 13/17 13.9s
#10 Qwen3.5-27B medium Qwen 1 8.4 13/18 53.0s
#11 Gemini 3.1 Flash Lite Preview high Google 3 8.4 12/16 68.8s
#12 Gemini 3 PRO Preview medium Google 3 8.4 14/18 9.06s
#13 GLM 5 medium Z.ai 2 8.4 13/18 23.3s
#14 Gemma 4 31B medium Google 1 8.3 13/18 24.9s
#15 Gemini 2.5 Flash medium Google 4 8.2 13/18 12.1s
#16 GPT-5.4 medium OpenAI 3 8.2 13/18 18.6s

Top Models by Wrong answer Count

Wrong answer Count vs Score

Top Models by Response Time (avg)