Begin with the workflow vocabulary
Shipment monitoring, Disruption recovery, Travel service operations each have distinct inputs and review points. A shared vocabulary should explain what the core entities—Shipment, Movement event, Booking, Service exception—mean and how they relate. A model cannot repair conflicting business definitions just by receiving a longer prompt.
Preserve context that changes the answer
Normalize carrier status vocabularies, keep both event and ingestion time, and retain the source of every status transition. Record the source authority and the conditions under which information applies. An answer can be fluent and still be wrong because it used the wrong entity relationship, document version, unit, or time period.
Make evidence a product feature
An operations team reconstructs a delayed shipment from carrier messages and internal records before proposing a recovery action. The user experience should expose the evidence behind a proposed output and make uncertainty visible. Provide source links, relevant dates, and a clear distinction between observed records and model-produced interpretation.
Give agents a bounded responsibility
Summarize delays, gather shipment context, and draft recovery options. Define this responsibility with explicit completion criteria and a small tool set. Keep retrieval, draft preparation, and record-changing actions separate in the permission model. An agent’s ability to suggest a next step does not imply authority to execute it.
Test the difficult cases first
Include conflicting identifiers, missing evidence, obsolete documents, and restricted records in evaluation. Proposed measures include event ordering quality, exception identification, evidence traceability, and recovery-option review time. Also test whether reviewers can understand and correct an output without reconstructing the whole task themselves.
Keep the ownership model visible
Carrier commitments, route changes, rebooking, and refunds require approval. Data stewards resolve source meaning and quality, platform teams operate access and reliability, and workflow owners accept the business behavior. Treat these responsibilities as part of the architecture rather than a handover note.
Architecture takeaway
Normalize carrier status vocabularies, keep both event and ingestion time, and retain the source of every status transition. A useful AI experience preserves this context through ingestion, retrieval, generation, and review.