We won't name your incumbent or run it down. We'll just ask the questions. If the answers make you pause, that pause is the point — and each one links to what a real answer looks like.
Traceability
A figure you cannot trace is a figure you cannot defend — to a board, a regulator, or a court.
Read the argumentCalibrated uncertainty
Confident hallucination is how deals detonate. A system that never expresses doubt is not confident — it is uncalibrated.
Read the argumentCompounding
Most tools are frozen the day you buy them. The one you buy today should be the worst version you ever use.
Read the argumentLive demonstration
Trust should be earned in front of you, not requested after the fact.
Read the argumentDefensibility
Built to be defended, not just delivered. The report opens with its limitations — it does not hide them at the end.
Read the argument