What comes out of it
Recurring complaints
Ranked by volume, severity, and the segments affected.
Missing features
Requests and workarounds customers repeat across channels.
Documentation gaps
Questions your knowledge base does not answer well enough.
Broken workflows
Where journeys stall, escalate, or require repeat contact.
Contact drivers
The real reasons volume arrives, grounded in evaluated conversations.
AI failure modes
Tasks automated agents consistently fail to complete.
Why it beats manual tagging
Full coverage
Patterns come from every conversation, not the ones someone tagged.
Consistent categorisation
The same criteria applied identically, so counts are comparable.
Evidence attached
Each theme links back to the exact quotes behind it.
Prioritised, not just listed
Themes ranked by frequency and business impact.