Big threads can look chaotic until we tag posts by intent, journey stage, and affected persona. From onboarding hiccups to power-user requests, topic modeling and lightweight heuristics separate bugs, gaps, and opportunities. Stories get linked to issues, not lost in screenshots, while recurring phrases become indicators worth tracking. This disciplined discovery turns noise into navigational beacons your teams can actually follow.
A heated thread can dominate attention while a quiet pattern quietly bleeds churn. Weight urgency using impact, frequency, and customer segment rather than post velocity alone. We score severity by broken promise, blocked job-to-be-done, and time sensitivity. Clear criteria demote theatrics and elevate genuine risk, ensuring leadership responds to real pain first and keeps momentum where it benefits the most customers today.
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