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Customer intelligence, decoded

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

May 1, 20266 min read

Why Customer Needs Matter More Than Ever in the AI Era

AI made it cheaper to build software. It also made customers far less patient with software that doesn't fit them. Here is why the product orgs that win the next five years will be the ones obsessed with customer needs, not with shipping AI features.

AI StrategyCustomer Focus

April 26, 20266 min read

Interview Thousands of Customers a Month Without Adding Headcount: The Case for AI Agent Interviews

Traditional customer interviews don't scale. AI agent interviews do — and they hit a quality bar most teams underestimate. Here is how to run high-volume, high-quality conversational research without burning out your research team.

Customer ResearchAI Interviews

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 Analytics

April 22, 20267 min read

Automated Churn Detection: How to Spot At-Risk Customers and Act Before Renewal

Most churn is detectable weeks before it shows up in your forecast — but only if every account is scored every week. Here is how automated, conversation-driven churn detection works in 2026, and the intervention playbook to actually save the at-risk accounts.

Customer RetentionChurn

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.

Customer RetentionChurn

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