We analyzed 52 SaaS forecast failures representing $314 Billion in lost enterprise value. 69% had detectable signals in the VDR before the stock crashed.
Inside the Report:
• The Top 15 Failures ($178B Impact)
• The 20-Test Detection Library
• The "Duration Stuffing" Trap
Across 52 events, we found a 46-point controllability gap between what management said (External Factors, 23%) and what the transaction logs revealed (Internal Factors, 69%).
Duration Stuffing (pulling forward renewals) is the #1 leading indicator of distress in private transactions, yet it accounts for only a fraction of public failures. It is a specific "Pre-Exit" behavior.
In 30% of failures (including ZoomInfo), blended NRR masked deep structural rot in new customer vintages. The legacy base hid the failure of the new GTM motion.
Manual calculation errors and broken revenue chains accounted for some of the most violent valuation corrections (e.g., SentinelOne, where a Booking-to-Cash Reconciliation gap went undetected for multiple quarters).
