What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The non-AI spine is the source-linked workflow: the claim ledger, the rules that flag unclaimed and short-settled claims, the price-drift and rebate calculations, the dead-stock view in rupees, the exception queues, approvals and reporting.
Where AI helps
AI is limited to reading the messy paper (free-text scheme circulars, credit notes and supplier invoices), extracting and matching the lines, and clustering the leaks from the firm's own data; it never owns the number, the approval, the promise or the decision.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.