Operating lifecycle · Explain

Turn validated operational facts into a source-linked explanation

The explanation layer states what is blocked, which line or rule caused it, the quantities involved, and which source versions support the finding before any resolution option is proposed.

Stage responsibility

Translate deterministic rule results into concise operational language with evidence references and uncertainty made explicit.

Inputs
  • Validated blocker
  • Calculation trace
  • Source versions
  • Conflict/abstention state
Output

Evidence-backed explanation of blocker, affected records, quantities and confidence/abstention state.

Does not

It does not convert expected stock into current availability, hide conflicting evidence or present a recommendation as a fact.

Where this stage is demonstrated

Real cases that exercise Explain

Verified case SOAI-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 confirmed One line prevents full allocation; safe options are evidence-qualified
Open case
Verified case SOAI-E05

Inventory Risk Investigation

The same evidence model is used to identify which open orders are exposed to a SKU shortage and how confirmed replenishment changes the risk horizon.

Risk explained Current shortage and future replenishment are kept as separate operational states
Open case
Verified case SOAI-E06

Warehouse Fulfilment Investigation

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 found Alternate stock is surfaced without silently reallocating the order
Open case

Stage controls

Controls applied at this stage

Evidence citations
Calculation trace
Conflict disclosure
No unsupported causal claims

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