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Customer intelligence, decoded

Field notes, frameworks, and research on turning customer conversations into the decisions that move your roadmap.

April 22, 20266 min read

Voice of Customer Analytics: The 2026 Playbook for Product Teams

A practical guide to voice of customer (VoC) analytics: what it is, the metrics that matter, how AI is replacing manual tagging, and a 30-day rollout plan you can actually ship.

Voice of CustomerCustomer AnalyticsProduct Strategy

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April 15, 20266 min read

AI Customer Feedback Analysis: How to Replace Manual Tagging Without Losing Trust

Manual feedback tagging is dead — but the wrong AI rollout will tank trust in your data. Here's the framework we use with product teams to migrate from spreadsheets to AI-driven feedback analysis the right way.

AICustomer Feedback

April 8, 20266 min read

Reduce Customer Churn With the Data You Already Have

Most churn is predictable from the conversations your customers are already having with your team. Here's how to find the early-warning signals hiding in your support, sales, and success data — and the playbook to act on them before renewal.

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