What problem does it solve?
It performs root-cause analysis for a closed churn or contraction event by reconstructing the signal timeline, categorizing why the churn occurred, and capturing lessons for preventing similar losses.
Core Features & Use Cases
- Post-loss timeline reconstruction: Builds a chronological table of signals, when they first appeared, when they were noticed, and what actions were taken.
- Evidence-based root cause categorization: Assigns a primary root cause and up to two contributing factors using a configured taxonomy and specific timeline evidence, with explicit confidence labeling.
- Response adequacy diagnostics: Evaluates whether monitoring, escalation timing, and save strategy were appropriate based on what was visible at the time.
- Portfolio pattern scan (optional mode): Searches active accounts for matching signal patterns to identify where similar churn drivers may be present.
Quick Start
Run /renewals:churn-analysis Acme Corp --quick to get an abbreviated root cause, key lessons, and whether a portfolio scan should be performed.