Citations beat confidence scores

A useful answer on a construction project is one you can open on the page and verify.

Teams do not need another black box that sounds sure of itself. They need the sheet number, the clause heading and a way to open the source.

Madany is built around that habit: extract, structure, answer — and always show where the answer came from.

If the citation is wrong, the answer is wrong. That is a clearer failure mode than a silent hallucination.