FounderJury · The Diversity Receipt

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

Across 158 real founder debates, only 32 ended in unanimous agreement. The other 126 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
158
real founder ideas
Unanimous outcomes
32
20% — the rare consensus
Avg. pairwise disagreement
39%
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
93.6%
44/47
GeminiGoogleGrokxAI
70.9%
100/141
GrokxAIQwenAlibaba
70.5%
55/78
GrokxAIKimiMoonshot
65.9%
58/88
ClaudeAnthropicGrokxAI
65.1%
97/149
DeepSeekDeepSeekGrokxAI
62.0%
80/129
GPTOpenAIGrokxAI
53.9%
82/152
DeepSeekDeepSeekLlamaMeta
48.9%
22/45
KimiMoonshotLlamaMeta
42.9%
15/35
DeepSeekDeepSeekGeminiGoogle
38.8%
50/129
GeminiGoogleQwenAlibaba
38.5%
30/78
DeepSeekDeepSeekKimiMoonshot
34.8%
31/89
ClaudeAnthropicDeepSeekDeepSeek
33.1%
43/130
DeepSeekDeepSeekQwenAlibaba
32.5%
27/83
DeepSeekDeepSeekGPTOpenAI
31.6%
42/133
GPTOpenAIQwenAlibaba
28.0%
23/82
GPTOpenAILlamaMeta
27.7%
13/47
GeminiGoogleKimiMoonshot
27.3%
24/88
GeminiGoogleGPTOpenAI
25.5%
36/141
ClaudeAnthropicQwenAlibaba
25.3%
20/79
ClaudeAnthropicGeminiGoogle
20.3%
28/138
GeminiGoogleLlamaMeta
19.1%
9/47
KimiMoonshotQwenAlibaba
18.0%
9/50
ClaudeAnthropicKimiMoonshot
17.4%
15/86
ClaudeAnthropicLlamaMeta
17.0%
8/47
ClaudeAnthropicGPTOpenAI
16.3%
25/153
GPTOpenAIKimiMoonshot
14.4%
13/90
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 Sat, 20 Jun 2026 19:15:06 GMT