01
The difficult problem
A generic chatbot hallucinated answers while support volume grew beyond headcount.

Grounded support intelligence
A retrieval-grounded support agent that resolves work across chat, email and voice with governed tool access.
The brief
01
A generic chatbot hallucinated answers while support volume grew beyond headcount.
02
Hybrid retrieval, reranking, citations and policy gates decide whether to act or escalate with full context.
SectorCommerce & Growth ↗
System architecture
The model is one layer. The value comes from connecting inputs, intelligence and production action as one accountable system.
Acquire and structure the operating signal.
Transform it through the model, rules and control layer.
Deliver a decision, artifact or action into production.
In production
Deployment
Connected to support, communications and account systems.
What it changes
Automation resolves eligible work without hiding uncertainty.
Production stack