Context
Laboratories relied on spreadsheets and manual estimates for inventory and procurement decisions.
Task
Build a reliable decision-support product rather than an opaque autonomous AI system.
Approach
Architected ERP/LIMS workflows with predictive ML, RAG, Qdrant, audit logs, and human approvals.
Result
A 0→1 platform now in production at medical facilities, with tenant-isolated deployments and inventory reconciled against legacy accounting to within a fraction of a percent.
