Watch your AI work on real, live cases, predicting, recommending, and resolving, without it ever touching a customer, a record, or a workflow. This is how you prove automation before you turn it on.
The hardest question in enterprise AI
Every team exploring AI automation eventually hits the same wall. The technology is ready. The use cases are obvious. The productivity upside is enormous. And yet one question stops the rollout cold:
“How do we know the AI is making the right decisions?”
It’s a fair question, and the most important one. In live customer cases, a wrong call isn’t a small error; it can mean a misrouted escalation, premature closure, or a customer feeling unheard.
Meet Shadow Mode
Shadow Mode in Case Management Agent lets you evaluate AI on live production cases, without taking any action.
The AI agent runs quietly alongside your human workflows. On real, incoming cases it observes, predicts, recommends, and simulates exactly what it would do if it were live. You see every recommendation, and the reasoning behind it, in real time. But nothing leaves the system : no record is updated, no customer is contacted, no status changes.
In other words, you get to watch your future automation work—on today’s hardest cases, before you ever hand it the keys.
Don’t debate whether the AI is production-ready—run it against live cases in shadow mode and let real outcomes validate performance. It won’t impact production data; it only observes and evaluates behavior.
Shadow Mode Behavior: What Happens—and What Never Happens
Shadow Mode is built on a simple promise: full visibility and controlled execution.
While Shadow Mode is active, the agent will:
- Run against live cases
- Surface recommendations and predicted actions in real time
- Show the reasoning behind every decision
- Measure readiness before you enable autonomous execution
And while it does all of that, it will never:
- Update a case record
- Send a customer communication
- Change a case status
- Interrupt an existing workflow
That separation is the whole point. You evaluate AI under real-world conditions while keeping complete operational control.
Validate across the entire case lifecycle
Shadow Mode isn’t a narrow test. It spans every major capability of Case Management Agent, so you can build confidence end to end.
Case Enrichment — Is the AI predicting cases correctly?
See how accurately the agent predicts the attributes that route and prioritize work: category, priority, product, and your custom fields and metadata. Compare predicted values against actual outcomes, pinpoint where accuracy slips, and sharpen your field descriptions before enrichment goes live.
Case Resolution — Would the AI solve it the way you would?
Evaluate AI-generated resolutions on real cases without sending a thing. Inspect how the agent identifies intent, retrieves knowledge, recommends a resolution, drafts the customer response, and shows its supporting rationale and evidence.
Case Follow-Up and Closure — Does the AI know when to act, and when to wait?
Pressure-test the lifecycle decisions that are easiest to get wrong: follow-up timing, SLA-based reminders, closure eligibility, and whether a case is truly ready to wrap. Catch premature closures and missed follow-ups in the safety of Shadow Mode—not in your customers’ inboxes.
From experiment to production—with confidence
Most validation relies on historical data that never quite captures how messy real cases get. Shadow Mode flips that. It measures your AI against the genuine complexity and unpredictability of active customer interactions, which means the readiness signal you get is the one that actually matters.
The Result:
- Real-world validation on live production data
- Transparent, explainable decision-making you can defend to stakeholders
- Side-by-side comparison with human actions
- Continuous improvement through iterative testing
- Less deployment risk, and a faster path to production
You move from “we think it’s ready” to “we’ve watched it perform” – and that’s the difference between hoping automation works and knowing it does.
Example: Shadow Mode evaluation for AI-generated case resolution
Start validating today
Don’t wait until production to learn how your AI will perform. Turn on Shadow Mode, let the agent work through live cases, and let the evidence build your confidence.
Get started in two steps
- Go to Copilot Service admin center > Case settings > Case Management Agent
- Activate Shadow Mode for the capability you want to validate.
The fastest way to trust automation is to watch it earn that trust. Shadow Mode is where it starts.
For step-by-step instructions: Enable Shadow mode in Case Management Agent
