Capability · Explain

Every unmatched item gets a reason, with the page it came from

The language model reads the invoices, statements and emails behind an unmatched item and proposes a classified explanation — timing, FX, fee, duplicate, missing document, dispute — citing the page and line, with a draft adjusting entry for a person to approve.

The nine classes

Class Typical evidence Typical entry
Timing / cut-off posting dates either side of period end accrual on the late side
FX translation different rates on the two postings revaluation to policy rate
Rounding many small lines vs one total rounding adjustment within threshold
Bank charge fee line adjacent to the payment reclass to bank charges per agreement
Withholding / tax certificate, 10 %/15 % gap recognise tax credit
Discount / deduction contract clause, short payment on time credit note
Duplicate / misposting two postings, wrong counterparty or account reversal / reclass
Missing document no match in the other side's files request + interim accrual
Genuine dispute contradictory emails, disputed line summary for controllers; no entry

How an explanation is built

The agent is given the unmatched item, the candidate documents found by reference and amount, and the relevant agreement clauses. It must return a class, a one-paragraph reason, a citation list (document, page, line or cell) and a draft entry — or decline with a question. Explanations without a citation are rejected by the pipeline and re-asked; if the second attempt also lacks a citation the item is marked needs a person rather than explained.

Recurring items

If an item was explained last period and reappears unbooked, it is shown as explained Q2, not booked instead of being explained again — the most common reason reconciliations feel like Groundhog Day.

Related

TieOut Pilot is in early access.

We are onboarding a small number of design partners with real documents and real deadlines. Tell us what you work on and we will set up a workspace with your material.