Field-tested frameworks and dataset analyses exploring why legacy health scores fail and how Customer Success leaders capture upstream lead time.
Only 23% of Customer Success teams can reliably spot at-risk accounts 30+ days out. We analyze the mathematical reasons why login volume and support ticket counts create a false sense of security right before contract termination.
An executive buyer rarely emails to announce they are planning to cancel. Instead, they stop showing up to quarterly reviews. We trace the 74-day sequence of behavioral decay that precedes procurement contract freezes.
Why keyword sentiment analysis produces dangerous false positives in customer conversations. How semantic gradients, hesitation coefficients, and speaker role separation uncover true renewal risk.