Most call centre compliance programs are built around a sample. Someone pulls two percent of last month’s calls, listens back, scores them against a checklist, and reports the exceptions weeks after the calls happened. That’s not really a compliance program — it’s a postmortem. The customer who got the wrong disclosure is long gone by the time anyone finds out, and the 98% of calls nobody listened to are a blind spot by design, not by accident.
We built a system that checks the call while it’s still open, not after it’s filed away.
The point of improvement
Calls get recorded, a QA team samples a small percentage weekly or monthly, scores them against a compliance script, and reports trends up the chain. The gap between a deviation happening and someone finding out about it can run to weeks. By the time it surfaces, the same missed disclosure or skipped step may have already happened on dozens of other calls nobody sampled — and there’s no way to know how many, because the sample was never built to answer that question.
What we built instead
- Live transcription, not batch. Audio is transcribed as the call happens, not queued for overnight processing. The compliance script is checked against the live transcript in near real time.
- Deviation flagging tied to the specific script requirement, not a generic sentiment score. The system doesn’t grade tone or politeness. It checks whether the specific disclosures, disclaimers, or required steps in your compliance script were actually said, on the call that’s happening right now.
- A flag that reaches someone while the call is still open. A deviation surfaces to a supervisor or the agent with time left to correct it in the same call — not as a line item in a report distributed the following week.
What this actually changes
This isn’t a replacement for QA judgment — it’s full-population coverage instead of a guess extrapolated from a sample. A two percent sample can’t tell you whether an issue affects two percent of calls or eighty percent; it can only tell you what happened in the calls someone happened to check. Checking against every call means the exception rate you’re looking at is the real one, not a projection.
Most call centres sample because reviewing every call by hand was never practical — and it still isn’t. That was never going to change. What changed is that the review itself can be automated at the point the call happens, so full coverage doesn’t mean scaling QA headcount 50x to get there.