FounderJury · The Diversity Receipt

One model lies.
80% of the time, our models disagree.

Across 163 real founder debates, only 33 ended in unanimous agreement. The other 130 produced contradictory verdicts from 8 frontier models across 8+ vendors. That delta is the product.

Disagreement rate
80%
of debates ≥2 verdict categories
Debates analyzed
163
real founder ideas
Unanimous outcomes
33
20% — the rare consensus
Avg. pairwise disagreement
38%
across 27 model pairs
Why this matters

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 80% disagreement rate is the receipt.

Pairwise disagreement, sorted high → low
Model AModel BDisagreementSample
GrokxAILlamaMeta
93.9%
46/49
GeminiGoogleGrokxAI
70.5%
103/146
GrokxAIQwenAlibaba
70.5%
55/78
GrokxAIKimiMoonshot
65.2%
60/92
ClaudeAnthropicGrokxAI
65.1%
99/152
DeepSeekDeepSeekGrokxAI
61.9%
83/134
GPTOpenAIGrokxAI
54.1%
85/157
DeepSeekDeepSeekLlamaMeta
51.1%
24/47
KimiMoonshotLlamaMeta
40.5%
15/37
DeepSeekDeepSeekGeminiGoogle
39.6%
53/134
GeminiGoogleQwenAlibaba
38.5%
30/78
DeepSeekDeepSeekKimiMoonshot
36.6%
34/93
ClaudeAnthropicDeepSeekDeepSeek
33.8%
45/133
DeepSeekDeepSeekGPTOpenAI
32.6%
45/138
DeepSeekDeepSeekQwenAlibaba
32.5%
27/83
GPTOpenAIQwenAlibaba
28.0%
23/82
GPTOpenAILlamaMeta
26.5%
13/49
GeminiGoogleKimiMoonshot
26.1%
24/92
ClaudeAnthropicQwenAlibaba
25.3%
20/79
GeminiGoogleGPTOpenAI
24.7%
36/146
ClaudeAnthropicGeminiGoogle
19.9%
28/141
GeminiGoogleLlamaMeta
18.4%
9/49
KimiMoonshotQwenAlibaba
18.0%
9/50
ClaudeAnthropicKimiMoonshot
16.9%
15/89
ClaudeAnthropicLlamaMeta
16.3%
8/49
ClaudeAnthropicGPTOpenAI
16.0%
25/156
GPTOpenAIKimiMoonshot
13.8%
13/94
Ask one model and you get an opinion. Ask 8 and you get a verdict.

Test your idea against 8 frontier AI models from competing vendors. They disagree 80% of the time. That's the data point worth having before you build.

Run your debate →
Live data · Updated every page load · Generated Fri, 09 Oct 2026 20:02:48 GMT