Offer a managed implementation package that designs, builds, and operates MCP servers and RAG^? pipelines for one high-value internal workflow. The first engagement maps source systems, defines safe tool schemas, indexes technical knowledge, and ships assistant-accessible actions for retrieval, analysis, and workflow execution. Over time, repeated connectors, security patterns, schema templates, and evaluation harnesses can become a reusable productized platform.

Large companies are moving from generic AI pilots to agents embedded in engineering and go-to-market workflows. MCP is emerging as a common interface layer, but most enterprises still need expert implementation to connect messy internal systems safely.