One model lies.
79% of the time, our models disagree.
Across 150 real founder debates, only 32 ended in unanimous agreement. The other 118 produced contradictory verdicts from 8 frontier models across 8+ vendors. That delta is the product.
ChatGPT will agree with you. So will Claude. So will Gemini. Each is trained to be helpful, and each will validate a bad idea given the right framing.
The lie isn't in any single model — it's in asking only one. A vendor cannot ship cross-vendor debate inside their own product: OpenAI won't call Anthropic, Anthropic won't call Google, Google won't call xAI. Multi-vendor adversarial review is structurally outside the incumbents' product surface.
That's the entire moat. The 79% disagreement rate is the receipt.
| Model A | Model B | Disagreement | Sample |
|---|---|---|---|
| GrokxAI | LlamaMeta | 92.3% | 36/39 |
| GrokxAI | QwenAlibaba | 70.5% | 55/78 |
| GeminiGoogle | GrokxAI | 69.9% | 93/133 |
| GrokxAI | KimiMoonshot | 64.2% | 52/81 |
| ClaudeAnthropic | GrokxAI | 63.8% | 90/141 |
| DeepSeekDeepSeek | GrokxAI | 61.2% | 74/121 |
| GPTOpenAI | GrokxAI | 52.1% | 75/144 |
| KimiMoonshot | LlamaMeta | 50.0% | 14/28 |
| DeepSeekDeepSeek | LlamaMeta | 43.2% | 16/37 |
| GeminiGoogle | QwenAlibaba | 38.5% | 30/78 |
| DeepSeekDeepSeek | GeminiGoogle | 37.2% | 45/121 |
| DeepSeekDeepSeek | KimiMoonshot | 32.9% | 27/82 |
| DeepSeekDeepSeek | QwenAlibaba | 32.5% | 27/83 |
| ClaudeAnthropic | DeepSeekDeepSeek | 31.1% | 38/122 |
| GPTOpenAI | LlamaMeta | 30.8% | 12/39 |
| GeminiGoogle | KimiMoonshot | 29.6% | 24/81 |
| DeepSeekDeepSeek | GPTOpenAI | 29.6% | 37/125 |
| GPTOpenAI | QwenAlibaba | 28.0% | 23/82 |
| GeminiGoogle | GPTOpenAI | 27.1% | 36/133 |
| ClaudeAnthropic | QwenAlibaba | 25.3% | 20/79 |
| ClaudeAnthropic | GeminiGoogle | 21.5% | 28/130 |
| GeminiGoogle | LlamaMeta | 20.5% | 8/39 |
| ClaudeAnthropic | KimiMoonshot | 19.0% | 15/79 |
| KimiMoonshot | QwenAlibaba | 18.0% | 9/50 |
| ClaudeAnthropic | LlamaMeta | 17.9% | 7/39 |
| ClaudeAnthropic | GPTOpenAI | 17.2% | 25/145 |
| GPTOpenAI | KimiMoonshot | 15.7% | 13/83 |
Test your idea against 8 frontier AI models from competing vendors. They disagree 79% of the time. That's the data point worth having before you build.
Run your debate →