Putting an LLM to work inside an existing business workflow

The fastest way to lose trust in an AI feature is a confident wrong answer. We ground responses in the customer's own data and design an explicit path for "I'm not sure."

Retrieval first, generation second

Retrieval-augmented generation keeps answers anchored to real documents, and a confidence threshold routes uncertain cases to a human. The model assists the workflow; it doesn't replace judgment.