Present only options that the evidence and policy permit
Recommendations are constrained by current operational facts and customer rules.
Stage responsibility
Translate validated blockers into permitted resolution choices with rationale.
Inputs
Validated blocker
Customer rules
Inventory/supply evidence
Action policy
Output
Rank-free set of permitted operational options and supporting evidence.
Does not
It does not invent substitute products, promise expected stock or bypass a hold.
Where this stage is demonstrated
Real cases that exercise Recommend
Verified caseSOAI-E04
Order Exception Investigation
A synthetic wholesale order demonstrates how the agent identifies the actual fulfilment blocker without confusing expected replenishment with currently allocatable inventory.
Blocker confirmedOne line prevents full allocation; safe options are evidence-qualified
A synthetic multi-warehouse case demonstrates how the agent can surface a technically feasible alternate fulfilment path while retaining allocation and approval controls.
Feasible path foundAlternate stock is surfaced without silently reallocating the order
