My approach to discussing intelligent enterprise websites begins with listening. A company may initially request a redesigned homepage while its real operational problem concerns supplier access, delayed approvals or unreliable customer information. The first engagement should identify users, responsibilities and consequences of failure before choosing an application framework.
Begin with interviews that include several roles: executive sponsors, front-line operators, support staff and data owners. Ask them to describe a task as they perform it. Record the source of each observation, avoid collecting confidential records without permission and separate reported preferences from demonstrated problems. Map the current workflow and document delays, duplicate entries and decisions that have no clear owner.
Translate findings into acceptance criteria. Instead of build a smart customer portal, specify that an authenticated supplier can submit a request, receive an auditable acknowledgement and correct a failed attachment without exposing another account's records. Define authorization boundaries, expected response times, incomplete-data behavior and recovery from a disconnected external system. These conditions can be independently tested.
A first prototype should support one complete journey using authorized or synthetic data. Test an error state, denied access, mobile use and one realistic concurrency problem. Keep an architecture decision record explaining why the design is appropriate and what alternatives were considered. Passing a demonstration does not establish production readiness, but it offers concrete evidence for deciding the next step.
I welcome exploratory conversations with Vancouver organizations about such discovery-led collaborations. A useful outcome would be one shared problem statement and a bounded feasibility plan.

