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The four patterns

When the same work is redone from scratch every day

PlateToday and with the agent peopleAI agents

What it looks like in practice

  1. Daily planning that cross-checks inventory, demand and catalogs to build a schedule by hand.
  2. Critical reports generated by downloading account by account from a portal, every day.
  3. Specialists waiting for a system to finish processing, screen locked, before they can move on.

shipping_schedule_FINAL_v3.xlsx

ABCD
1SKUinventorydemandschedule
2DC-011,240980260
3DC-02615702#REF!
4DC-032,0301,410620
5DC-04####530####
tomorrow, from scratch

What the agent does

It goes into the systems, orchestrates the full sequence including wait times, applies your catalogs and business rules, consolidates, and delivers the result ready for your sign-off. It never executes without that confirmation, and it never changes a rule or a catalog on its own.

Systems

ERP, planning systems, data warehouses, third-party portals and the master files your team already maintains.

What's measured

Hours returned to decision-making, calculation accuracy against the defined rule, and correction cycles eliminated.

/processes/sell-out-and-inventoryConsolidating sell-out and inventory from your customers' portals /processes/supply-chainSupply chain
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AI agents that coordinate operations that don't happen behind a desk, through the systems the company already uses.

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