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#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.

contradictory sources uncertainty legal AI confidence scoring Belgian tax

What is confidence scoring — and why it's more honest than a confident answer

LLMs overestimate their own correctness by 20-60%. Confidence scoring doesn't fix that problem — it makes it visible. For tax professionals, that visibility is the difference between a research tool and a guessing machine.

confidence scoring AI uncertainty legal AI calibration professional judgment