Your communications platform vendor can tell you what happened on its own platform. It cannot tell you what happened to your business. That gap is where most communications reporting quietly fails, and it is the gap Shadow Analytics was built to close.
Every vendor in your stack ships dashboards, reporting APIs and, increasingly, MCP servers. Each one is useful. Each one is also a window onto a single room. Your customers, your employees and your executives do not live in a single room: a customer calls in on one platform, gets transferred, and the follow-up happens in a Teams meeting. Looking at any one vendor in isolation tells you about one chapter of a story that spans the whole book.