Support Copilot Rollout
Reduced average response time by 38% while increasing answer quality consistency.
Stack: LLM routing, retrieval, policy filters, human handoff
Work
Below are indicative engagements—names anonymised—spanning customer-facing AI experiences and MCP-backed access to heritage systems. Every build pairs UX clarity with integration discipline so wins survive contact with real operations.
Reduced average response time by 38% while increasing answer quality consistency.
Stack: LLM routing, retrieval, policy filters, human handoff
Automated account prep and CRM updates, saving 11+ hours per rep each week.
Stack: MCP connectors, workflow agents, CRM actions, observability
Let field teams query inventory, fulfilment status, and pricing through an assistant—without exposing raw SQL or bypassing business rules baked into a 15-year-old ERP.
Stack: MCP tool layer, SOAP/REST adapters, row-level auth, structured logging
Gave operations teams a single AI interface to SOPs, docs, and live business data.
Stack: RAG pipeline, vector search, source citation, eval harness