A day in the life of a major enterprise communication manager using RingCentral RingCX and RingEX in remote sites.

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Posted On: Thu, 01 Oct 2026 20:42:50 +0000

A day in the life of a major enterprise communication manager using RingCentral RingCX and RingEX in remote sites.



Nicholas is a communications manager, and his call center runs like clockwork. Calls come in, get routed, get answered. From the outside, everything looks fine. But anyone who has managed a contact center knows that "running smoothly" and "understood" are two different things.

Then the hard questions arrive

The trouble starts when someone asks why. Why are costs creeping up? Where are customers getting stuck? Are we about to miss our service levels?

The phone system records everything, yet the answers stay buried. Nicholas and managers like him run into the same three gaps:

  • No visibility. Data exists, but nobody can see the whole customer journey in one place.
  • No intelligence. Numbers tell you what happened, not what it means or what to do next.
  • Service levels at risk. By the time the report is built, the problem has already reached the customer.

Shadow Analytics, connected through MCP

Shadow Analytics sits on top of the call data and turns it into something you can use. The change in this story is how Nicholas gets to it.

MCP, the Model Context Protocol, is an open standard that lets AI assistants connect directly to the
tools and data a business already runs on. With Shadow Analytics connected through MCP, Nicholas doesn't open a report builder or write a query. He asks a question in plain language and gets an answer.

That removes the two things that slow most managers down: learning the tool, and waiting for someone who has.

What it looks like in practice

In the video, Nicholas opens his laptop and types a request: show call volume growth by year. A chart builds on screen, bar by bar, with the peak year highlighted. There is no report to schedule and no analyst to wait for.

The real value is that the next question costs nothing. A manager can keep going:

  • Which queues are closest to missing their service level today?
  • What is driving the rise in call volume?
  • Where did cost per call change, and when?

These are examples of the kind of question the approach is built for. Each one used to be a separate report request. Now each is a sentence.

It doesn't just report. It answers.

That is the idea behind Shadow Analytics with MCP: better insights, better decisions, better outcomes. Reports tell you what happened. Answers tell you what to do about it, while there is still time to act.

If your team has data it can't easily question, ask whether the bottleneck is the data or the way you reach it. To see Shadow Analytics in action, visit www.rsicloud.com.

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