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AI USE CASE
Voice-of-customer analytics
Mine every ticket, review and survey for trends, themes and CSAT drivers.
What it is
An NLP pipeline ingests support tickets, NPS verbatims, app reviews and survey responses to surface emerging themes, sentiment shifts and root causes of dissatisfaction. Product and support get a weekly heatmap of what customers actually care about.
Data you need
12 months of ticket text, survey verbatims and review data.
Required systems
- helpdesk
- data warehouse
Why it works
- Weekly review ritual with product + support leads
- Tag insights with the team accountable for fixing them
How this goes wrong
- Insights produced but no owner to act on them
- Topic clustering too coarse to drive product changes
When NOT to do this
Skip if you receive under 200 verbatims/month — read them yourself.
Vendors to consider
This use case is part of a larger Data & AI catalog built from 50+ enterprise transformation programs. Take the free diagnostic to see how it ranks against your specific context.