#confidence scoring
2 posts
How we handle contradictory sources, and why most AI tools don't
When Belgian tax sources disagree, the worst thing an AI tool can do is pick one and act confident. Here's what honest uncertainty looks like.
What is confidence scoring, and why it's more honest than a confident answer
LLMs overestimate their own correctness by 20-60%. Confidence scoring does not fix that problem. It makes the problem visible, and for tax professionals that visibility is the difference between a research tool and a guessing machine.