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.
Built around the hard part
A generic chatbot hallucinated answers while support volume grew beyond headcount.
Hybrid retrieval, reranking, citations and policy gates decide whether to act or escalate with full context.
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.
Connected to support, communications and account systems.
Automation resolves eligible work without hiding uncertainty.

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