What quality intelligence surfaces
Recurring customer complaints
The same problem appearing across conversations, ranked by volume and impact.
Missing product features
Requests and workarounds customers raise repeatedly.
Unclear documentation
Questions your help centre and knowledge base fail to answer.
Broken workflows
Process steps where interactions consistently stall or escalate.
Failed AI-agent tasks
Where automated responses miss, hallucinate, or hand off badly.
Coaching opportunities
Criteria where specific agents or teams consistently lose points.
From individual scores to systemic insight
- 01
Evaluate at full coverage
Patterns only appear when you score everything, not a 2% sample.
- 02
Cluster by criterion and cause
Group failures by the criterion that failed and the reason it failed.
- 03
Rank by business impact
Prioritise by frequency, severity, and the queues affected.
- 04
Route to an owner
Coaching to team leads, product gaps to product, content gaps to documentation.