01Map a Specific Trade ProcessSelect a bounded workflow, such as letter-of-credit document preparation or final settlement reconciliation. Define the commodities, contract structures, source records, responsible teams and approval points involved.
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02Agree Data Access and Validation RulesAssess available exports, documents and permitted access methods before implementation. Define trade identifiers, unit conventions, date rules, document versions and the authoritative source for each field; do not assume any trading platform or external feed is supported.
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03Test Exceptions and Review GatesRun representative cases covering missing certificates, amended contracts, split cargoes, changed pricing periods and conflicting shipment updates. Confirm that uncertain extraction, financial changes and compliance concerns reach the appropriate reviewer.
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04Launch With Operational MeasurementStart with an agreed scope and monitor queue age, document completeness, unresolved discrepancies and approval turnaround. Review errors and exceptions with process owners before extending automation to additional desks or trade types.