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Illustrative scenarios

See the decision behind the AI workflow

These are illustrative evaluation scenarios, not customer case studies. They use hypothetical workflows to make evaluation concrete. Source and product compatibility must be confirmed for your environment.

Illustrative solution walkthrough

Finance: prioritize disputed receivables

Which overdue invoices require a dispute decision before collection?

  1. Select an approved receivables snapshot and its cutoff date. Identify invoices, credit notes, dispute flags and account ownership.
  2. Agree aging buckets and how unapplied payments or disputed balances are treated. Give the reviewer a reference report.
  3. Evaluate whether the assistant distinguishes a collectible overdue balance from an unresolved dispute. Require invoice-level evidence for an authorized reviewer.
  4. Keep customer outreach outside the read-only evaluation. The collections owner decides whether and how to contact the customer.

What to evaluate

Check source reconciliation, permission boundaries, explanation quality and the time needed to reach an accepted prioritization. A fast but unreconciled list is not a successful result.

Explore NetSuite solution context

Illustrative solution walkthrough

Revenue: explain the gap between pipeline and bookings

Why did forecast pipeline move while booked revenue did not?

  1. Choose the CRM opportunity fields and ERP booking records relevant to one reporting period. Document opportunity-to-order matching rules.
  2. Separate stage changes, close-date changes, cancellations and recognized revenue. Establish which team owns each definition.
  3. Use a sanitized example containing a split order and a duplicate account name. Ask the assistant to identify unresolved matches rather than silently combine records.
  4. Review the explanation with sales operations and finance together. Any proposed forecast adjustment remains a human business decision.

What to evaluate

A useful walkthrough exposes differences in timing and meaning. It does not claim that every CRM event should reconcile directly to recognized revenue.

Explore Salesforce solution context

Illustrative solution walkthrough

Operations: assign inventory exceptions

Which stock exceptions need a buyer's decision this week?

  1. Choose one location, a defined item set and a stock snapshot. Identify open purchase orders, available quantity and approved demand assumptions.
  2. Distinguish on-hand, allocated, quarantined and inbound units. Agree how late shipments affect the planning horizon.
  3. Ask for exceptions with the supporting records and an uncertainty explanation. Include a case where an inbound shipment has no reliable arrival date.
  4. Have the planner accept, reject or request more evidence. Purchasing actions require a separate authorized process.

What to evaluate

Measure whether the planner receives a correct, bounded exception list with a clear owner. Do not infer inventory savings from an illustrative demonstration.

Explore Oracle solution context