AI that listens for the upsell
Call recordings become a simple yes or no: did we offer the add-on?
Problem
Managers could not listen to every customer service call, so they could not see whether reps offered add-on services.
System
- An n8n workflow collects call transcripts from the contact center.
- An LLM reads each transcript and returns a structured result: was the add-on offered, and which one.
- The results give managers a view across all calls, by rep.
Outcome
- Coaching is based on every call, not a random sample.
- Reps get feedback on real calls.
Stack
n8nLLMsStructured outputsContact center APIs