Financial AI should be able to show its work.

Retailer deductions are one of the few places in a supplier's business where money leaves without a decision being made. The deduction arrives on a remittance, the amount is already gone, and the burden of proving it wrong sits with the party that lost it.

Most teams know a share of those deductions is not justified. What they lack is not suspicion — it is the reconstructed evidence, in a form a retailer will accept, before the dispute window closes.

Tuotix exists to reconstruct that evidence. The design principle is narrow and deliberate: AI interprets documents, and deterministic validation decides money. A model can be excellent at working out which column holds the deduction amount and still be the wrong thing to trust with a financial conclusion. So it never makes one.

That constraint is why every number in the product points back to a document, a page and a line, and why the Evidence Dossier is written in language bounded by what Tuotix actually holds. If a finance leader cannot forward it without rewriting it, it is not finished.

We start EU-first because that is where the validation work is deepest today, on a core that does not assume a market, a currency or a unit of measure.