USE CASES

Agents that understand your operations

The same understanding layer, pointed at different parts of reality.

Agents that understand customers, products, and inventory

A shopping agent that knows what someone bought, what they meant, what is actually in stock, and what demand is doing this week.

THE AGENT UNDERSTANDS
Customer preferences and purchase history
Product availability across every warehouse
Location and delivery constraints
Demand shifts as they happen
Margin and promotion rules
SO IT CAN
→Recommend products that actually exist
→Rebalance inventory before a stockout
→Personalise without guessing
→Complete the purchase end to end
agent://commerce/session-8812
SIGNAL
Cart abandoned — size 9 Terra 4, out of stock at nearest DC
ENTITY
Sarah Chen · premium · 4 prior trail purchases
RELATION
Size 9 available in Sacramento, 1-day ship
EVENT
West-region demand +64% this week
REASON
Ship from Sacramento rather than substitute the model
ACTION TAKEN
Offered a 1-day ship from Sacramento at no extra cost. Cart recovered, no discount given.

Tell us the situation your agents keep getting wrong.

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