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AI USE CASE
Product feedback clustering
Turn thousands of feedback points into a prioritised product roadmap input.
What it is
An NLP pipeline clusters feedback across support tickets, app reviews, sales calls and Slack channels into themes with sentiment, volume and revenue impact. Product managers stop arguing about anecdotes and start prioritising on data.
Data you need
12 months of support tickets, reviews, sales call notes.
Required systems
- helpdesk
- crm
Why it works
- Tag every theme with an owner
- Include themes as input in monthly roadmap reviews
How this goes wrong
- Themes too vague to action
- Insights stop at PMs and never reach engineering
When NOT to do this
Skip if your product gets under 50 feedback items/month, read them all yourself.
Example vendors
This page describes an idea. It gives no budget or timeline: those depend on your company. The free diagnostic tells you which ideas fit your situation.