Signals are behavioral and intent patterns that Chordia's Compass engine identifies across customer conversations. Each signal represents something specific that happened — or didn't happen — during an interaction. Unlike keyword matching or sentiment scores, signals are grounded in the structure of the conversation: what was said, in what context, and what it means for your operation.
sig.next_steps_confirmed

Next Steps Confirmed

Resolution Quality
  |  
Universal

What This Signal Detects

Stating next steps is only half the conversation. The other half is ensuring the customer understands and accepts the plan. This signal identifies whether the agent confirmed that the customer understood the proposed next steps and agreed to the plan before ending the interaction. It goes beyond simply announcing what will happen to verify that the customer is aligned with the approach.

Confirmation looks like checking whether the customer has questions about the process, asking if the timeline works for their situation, or verifying that they understand their role in the next steps. It captures whether the agent treated the resolution plan as a mutual agreement rather than a one-way announcement.

Why It Matters

Unconfirmed next steps lead to mismatched expectations. Customers might agree verbally during the call but later realize they misunderstood the timeline, did not know they needed to take specific actions, or assumed something different would happen. These misunderstandings generate callbacks, complaints, and frustrated customers who feel like promises were broken.

The problem is especially acute for complex resolutions that require customer participation. If a customer does not understand that they need to provide additional documentation, be available for a callback, or take specific steps on their end, the entire resolution process can fail through no fault of the technical solution.

For contact center operations, unconfirmed next steps create a hidden source of inefficiency. Agents spend time on resolution processes that customers do not actually agree with or understand. Work gets done that does not meet customer expectations because those expectations were never clearly established and confirmed.

How It Works

Compass evaluates whether the agent actively confirmed that the customer understood and accepted the proposed next steps. This includes checking for customer questions or concerns about the process, verifying that proposed timelines work for the customer’s situation, and ensuring the customer understands any actions they need to take.

The detection distinguishes between agents who announce plans and agents who confirm mutual understanding. It looks for interactive confirmation rather than one-way communication about what will happen next.

What Teams Do With This

Supervisors use next steps confirmation tracking to coach agents on collaborative closure techniques. Many agents are comfortable explaining what they will do but need development in checking whether customers understand and agree with the plan.

QA managers monitor confirmation patterns to identify training opportunities around customer partnership. Agents who consistently confirm next steps generate fewer escalations and repeat contacts because customers understand their role in the resolution process.

Operations teams track confirmation rates as a predictor of resolution success. Complex cases that end with confirmed next steps have higher resolution rates than those where next steps were simply announced, making this a leading indicator for process effectiveness.

This signal is part of Chordia’s Quality Monitoring capabilities.