​ One of the first ideas I had while planning our AI verification prototype was to add a confidence score to every result. The more I thought about it, the less I liked the idea. Imagine an AI says: "EBITDA = $12.3M (96% confidence)" What does 96% actually tell the person reviewing a borrower package? It doesn't explain: where the number came from, whether another document reports a different value, whether the calculation follows the covenant definition, or ...