Operational Cost Control
Cost reviews happen once a year and go about as well as you would expect. Someone exports a general ledger, sorts by amount descending, and looks at the top forty rows. The savings are not in the top forty rows. They are in the pattern that only shows up when you can see spend next to the operations that caused it: a lane where you pay expedited freight most weeks because a supplier is chronically late, a service you renewed twice under two names, a unit price that has drifted 12 percent while volume stayed flat. Finding those means joining finance data to operational data, which is a project, which is why it does not happen.
Skynet holds both in one memory. An agent can ask why the freight bill on that lane is high, and answer it with the late deliveries that caused it — which turns a cost line into something you can actually fix.
How it works
Put spend next to the operations behind it
Connect the accounting or ERP system that holds the spend and the operational systems that explain it — purchasing, logistics, maintenance. The cost and the cause end up in the same memory.
Let the agent hunt for the patterns
Ask it to look for the recurring shapes of waste: unit prices drifting up, duplicate or overlapping contracts, expedite charges clustering on particular lanes or suppliers, subscriptions with no usage, spend growing faster than the volume that should drive it.
See findings, not a report
Each finding comes as a claim with support: what the pattern is, what it costs annually, the underlying transactions, and the operational reason if the agent can find one. You can check any of it in a click rather than taking it on faith.
Act on the ones that are real
Some findings are waste and some are the cost of doing business. You decide which. For the real ones, the agent can draft the supplier conversation, the cancellation, or the task — and then watch the same pattern to confirm it actually stopped.
Build it from a prompt
Point it at a category and let it look properly.
The findings that matter are usually not surprising once you see them — they are just invisible from inside any single system. An agent that can read the freight bill and the delivery record together turns a year-end argument about budgets into a list of specific, fixable things.