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_unclear

Next Steps Unclear

Resolution Quality
  |  
Universal

What This Signal Detects

Customers need to know what happens next — whether they should wait for a callback, check their email for information, take some action on their end, or simply consider the matter resolved. When interactions end without clear next steps, customers are left uncertain about their role and the organization’s role in moving forward.

This signal identifies interactions that ended without clearly communicating next steps to the customer. It flags conversations where the customer wasn’t told what to expect, who would take action, or what their follow-up responsibilities might be.

Why It Matters

Unclear next steps create customer confusion and unnecessary callbacks. A customer who doesn’t know whether to wait for a call or take action themselves might call back repeatedly for status updates. A customer who doesn’t understand that their issue requires internal processing might expect immediate resolution and become frustrated when it doesn’t happen.

This confusion is particularly costly because it’s entirely preventable. Agents have the information needed to explain next steps — they just need to communicate it clearly before the interaction ends. When next steps are unclear, it’s usually a process gap, not a knowledge gap.

Tracking next steps clarity helps operations teams identify which interaction types consistently leave customers uncertain about follow-up procedures. Often this indicates that standard procedures need clearer communication protocols or that agents need better tools for setting appropriate expectations.

How It Works

Compass evaluates whether next steps were clearly communicated during the interaction. This includes whether the agent explained what action they would take, what the customer should expect, whether any follow-up was needed, and who was responsible for next actions.

The signal looks for clarity markers: explicit statements about what happens next, clear assignment of responsibilities, and confirmation that the customer understands the plan. Conversations that end abruptly or without next step communication trigger the signal.

What Teams Do With This

Training teams use next steps signals to coach communication completeness. Agents who consistently end interactions without explaining next steps need coaching on conversation closure techniques and expectation setting.

Operations leaders track next steps clarity across different interaction types. Complex processes that routinely end without clear next step communication might need standardized closure scripts or better agent tools for explaining follow-up procedures.

QA teams incorporate next steps evaluation into their interaction assessments. Instead of just measuring whether issues were resolved, they evaluate whether customers understood what would happen after the conversation ended.

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