Context
A regional Chamber of Commerce seeking to connect member businesses to each other digitally.
Problem
Member-to-member trade depended on informal networks with no structured way to discover capability or demand.
System
An AI-powered B2B business exchange: member profiles, requirement posting and assisted matching.
Engineering
Matching treated as a data problem first — taxonomy and match logic before interface.
Outcome
Piloted.
Continuity
Structured so the exchange can grow with member volume and category depth.