One model lies.
75% of the time, our models disagree.
Across 126 real founder debates, only 32 ended in unanimous agreement. The other 94 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 75% disagreement rate is the receipt.
| Model A | Model B | Disagreement | Sample |
|---|---|---|---|
| GrokxAI | LlamaMeta | 87.5% | 14/16 |
| GrokxAI | QwenAlibaba | 70.5% | 55/78 |
| GeminiGoogle | GrokxAI | 64.2% | 70/109 |
| GrokxAI | KimiMoonshot | 64.2% | 43/67 |
| ClaudeAnthropic | GrokxAI | 58.1% | 68/117 |
| KimiMoonshot | LlamaMeta | 57.1% | 8/14 |
| DeepSeekDeepSeek | GrokxAI | 57.0% | 57/100 |
| DeepSeekDeepSeek | LlamaMeta | 50.0% | 8/16 |
| GPTOpenAI | GrokxAI | 46.7% | 56/120 |
| GPTOpenAI | LlamaMeta | 43.8% | 7/16 |
| GeminiGoogle | QwenAlibaba | 38.5% | 30/78 |
| ClaudeAnthropic | LlamaMeta | 37.5% | 6/16 |
| GeminiGoogle | LlamaMeta | 37.5% | 6/16 |
| DeepSeekDeepSeek | GeminiGoogle | 37.0% | 37/100 |
| DeepSeekDeepSeek | QwenAlibaba | 32.5% | 27/83 |
| GeminiGoogle | GPTOpenAI | 29.4% | 32/109 |
| ClaudeAnthropic | DeepSeekDeepSeek | 28.7% | 29/101 |
| GeminiGoogle | KimiMoonshot | 28.4% | 19/67 |
| GPTOpenAI | QwenAlibaba | 28.0% | 23/82 |
| DeepSeekDeepSeek | KimiMoonshot | 27.5% | 19/69 |
| DeepSeekDeepSeek | GPTOpenAI | 26.9% | 28/104 |
| ClaudeAnthropic | QwenAlibaba | 25.3% | 20/79 |
| ClaudeAnthropic | GeminiGoogle | 23.6% | 25/106 |
| KimiMoonshot | QwenAlibaba | 18.0% | 9/50 |
| ClaudeAnthropic | GPTOpenAI | 16.5% | 20/121 |
| GPTOpenAI | KimiMoonshot | 15.9% | 11/69 |
| ClaudeAnthropic | KimiMoonshot | 15.4% | 10/65 |
Test your idea against 8 frontier AI models from competing vendors. They disagree 75% of the time. That's the data point worth having before you build.
Run your debate →