cyberneticlibrary

Cluster and rank customer feedback themes

customer-feedback-theme-extractorworkflowsetup L275
ray-amjad/claude-code-workflow-creator
What it does

Summarize customer feedback, cluster into themes, rank them

Best for

Bulk customer feedback analysis when you want quick theme extraction + ranking by frequency

Inputs
  • · [object Object]
Outputs
  • · [object Object]
Requires
  • · Claude Agent API
Preconditions

Feedback array provided; theme schema defined; ranking criteria (frequency) understood

Failure modes

Themes too granular (100 themes on 200 feedbacks); duplicate themes not merged; frequencies off

Trust signals
  • · Clustering + ranking built-in
  • · Example quotes provided