FounderJury · The Diversity Receipt

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

Across 160 real founder debates, only 32 ended in unanimous agreement. The other 128 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
160
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
93.9%
46/49
GeminiGoogleGrokxAI
71.3%
102/143
GrokxAIQwenAlibaba
70.5%
55/78
GrokxAIKimiMoonshot
66.7%
60/90
ClaudeAnthropicGrokxAI
65.6%
99/151
DeepSeekDeepSeekGrokxAI
61.8%
81/131
GPTOpenAIGrokxAI
54.5%
84/154
DeepSeekDeepSeekLlamaMeta
51.1%
24/47
KimiMoonshotLlamaMeta
40.5%
15/37
DeepSeekDeepSeekGeminiGoogle
39.7%
52/131
GeminiGoogleQwenAlibaba
38.5%
30/78
DeepSeekDeepSeekKimiMoonshot
36.3%
33/91
ClaudeAnthropicDeepSeekDeepSeek
34.1%
45/132
DeepSeekDeepSeekGPTOpenAI
32.6%
44/135
DeepSeekDeepSeekQwenAlibaba
32.5%
27/83
GPTOpenAIQwenAlibaba
28.0%
23/82
GeminiGoogleKimiMoonshot
26.7%
24/90
GPTOpenAILlamaMeta
26.5%
13/49
ClaudeAnthropicQwenAlibaba
25.3%
20/79
GeminiGoogleGPTOpenAI
25.2%
36/143
ClaudeAnthropicGeminiGoogle
20.0%
28/140
GeminiGoogleLlamaMeta
18.4%
9/49
KimiMoonshotQwenAlibaba
18.0%
9/50
ClaudeAnthropicKimiMoonshot
17.0%
15/88
ClaudeAnthropicLlamaMeta
16.3%
8/49
ClaudeAnthropicGPTOpenAI
16.1%
25/155
GPTOpenAIKimiMoonshot
14.1%
13/92
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 Tue, 21 Jul 2026 05:37:55 GMT