Engagements cover discovery, prototype development, and production deployment, with options to run in public cloud or customer environments. Offerings also include data pipeline design, vector indexing, and observability to monitor model behavior and quality. Security and access controls support usage on sensitive knowledge bases. Typical use cases include knowledge search, sales enablement assistants, customer support copilots, and internal automation.