Reconciliation starts with missing source evidence
Approvals, delivery acceptance and commercial terms arrive late or need manual interpretation.
Desired outcome
Finance keeps the company honest while routine movement stays routine.
Finance should not have to reconstruct every commercial promise, delivery state and approval from messages before it can trust a transaction. The required evidence and authority should move with the work.
AI can reconcile approved sources, prepare decisions and move policy-compliant cases. People retain authority over ambiguity, material commitment, exception, capital allocation and risk acceptance.
Pressure leaders recognise
The numbers become clear after the decision window.
Collection begins without customer context
Invoices, disputes, promises and relationship history sit across several systems.
Controls add queues without earning trust
The same low-risk decisions return to people because evidence and delegated authority were never redesigned.
Candidate operating loops
Connect business evidence to financial movement.
- 01
Accepted delivery to collected cash
Verify terms, create the billing event, monitor payment and route disputes with complete context.
Proof: cash received and allocated at source. Human decision: dispute, credit and relationship trade-off. - 02
Spend request to controlled approval
Resolve supplier, authority, budget and evidence, then move routine work or escalate the exact exception.
Proof: approved transaction and audit trail. Human decision: material commitment and ambiguous value. - 03
Cash evidence to leadership decision
Join balances, commitments, overdue movement and forecast assumptions into a focused decision queue.
Proof: approved action, owner and review state. Human decision: capital allocation and risk tolerance.
Operating contract
Controls concentrate judgement where consequence is real.
Human judgement
People own material approvals, policy exceptions, commercial disputes and risk acceptance.
Handoffs
Sales supplies terms; operations supplies accepted completion; leadership owns cash and investment decisions.
Measures
Delivery-to-invoice time, cash conversion, approval exceptions and forecast confidence.
Boundary
No model classification becomes a material financial approval without evidence and delegated authority.
From reporting to controlled movement
Choose one financial loop where missing evidence creates repeated repair.
A useful first outcome has a trusted endpoint, clear authority and enough volume or consequence to justify redesign.