KALEI Research
We listened to AI models argue with themselves.
Here’s what we heard.
Loading...· 83 cognitive environments
The Finding
of internal debates never reach a conclusion
The model argues, considers, reconsiders — then simply produces an answer without ever concluding its internal debate. The parliament votes, but never announces the result.
The Parliament
Hover to explore each voice. Size reflects influence.
Consistency: 0.904 — the same voice wins 90% of debates
Cross-Lab Results
Claude decides. Qwen deliberates. Gemini balances.
OpenAI hides. Same task, different minds.
Transparency
Four of five providers show you what their models think. One charges for the thinking and shows nothing.
Benchmarks tell you what a model gets right.
We tell you how it argues with itself before it decides.
KALEI V3.1 “Parliament” · Venelin Videnov · April 2026