Wrong answer Failures
See which AI models run into Wrong answer most often, so you can spot reliability risks before choosing one.
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| Rank | Model | Company | Wrong answer Count | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #110 | Ling 3.1 Flash high | Inclusionai | 2 | 0.8 | $0.000 | 15/23 | 87.4s |
| #141 | Gemma 4 26B A4B medium | 2 | 0.7 | $0.101 | 16/23 | 105.0s | |
| #174 | Ember-1 high | Fireworks | 2 | 0.7 | $2.405 | 12/23 | 58.1s |
| #190 | Grok 4.7 high | X AI | 2 | 0.7 | $3.037 | 13/23 | 122.2s |
| #231 | Ling 3.1 Flash low | Inclusionai | 2 | 0.6 | $0.000 | 12/23 | 85.2s |
| #358 | Gemini 3.1 Flash Lite Preview high | 2 | 0.4 | $2.310 | 13/16 | 68.1s | |
| #364 | Qwen3.6 Plus Preview medium | Qwen | 2 | 0.4 | $0.000 | 9/19 | 15.2s |
| #365 | Qwen3.5-9B medium | Qwen | 2 | 0.4 | $0.106 | 3/23 | 110.2s |
| #1 | Gemini 3.6 Flash high | 1 | 1.0 | $0.900 | 22/23 | 18.9s | |
| #3 | GPT-6 Sol high | OpenAI | 1 | 1.0 | $0.921 | 22/23 | 23.6s |
| #6 | GPT-6.1 Sol xhigh | OpenAI | 1 | 1.0 | $1.377 | 22/23 | 33.1s |
| #7 | GPT-6 Astra high | OpenAI | 1 | 1.0 | $4.458 | 22/23 | 20.2s |
| #8 | GPT-6 Astra xhigh | OpenAI | 1 | 1.0 | $6.213 | 22/23 | 29.7s |
| #49 | Claude Fable 5 medium | Anthropic | 1 | 0.9 | $5.089 | 18/23 | 16.8s |
| #70 | Claude Haiku 5.5 max | Anthropic | 1 | 0.8 | $0.509 | 19/23 | 61.7s |