The myth that rising positivity means you're safe

The myth that rising positivity means you're safe

It was a calm Tuesday when a meal-kit company watched sentiment climb to 81% positive — their best month ever. Leadership relaxed. The listening report led with that green number for three weeks running.

Then churn data arrived, and it had quietly risen 7%. The positive sentiment was real, but it came almost entirely from new sign-ups posting excitement, not from month-three customers, who'd gone silent. Happy noise from the front door drowned out the quiet exit at the back.

The advice to 'track overall sentiment as your north star' blends two populations that move in opposite directions. When they split mentions by customer tenure, the long-timers sat at 54% — a number that had been falling for months under the cheerful average.

The takeaway: aggregate sentiment can rise while your best customers leave. Segment the smile, or you'll miss who stopped smiling.