Tag Archive for: Cohort

Cohort-Level Gross Margin: The Hidden FP&A Lever for SaaS Valuation

The Tuesday Night Forecast Spiral It’s always Tuesday night.The board deck is due in 48 hours.Your forecast says margins are holding steady. But your gut says otherwise. Support costs have crept up. New customer implementations are heavier than expected. And the last churn cohort looked more expensive to serve than the models predicted. You know […]

When Forecasts Look Perfect but Credibility Collapses

It’s the Sunday night before a board meeting, and your SaaS CFO is pacing the living room like a trial lawyer rehearsing an opening argument. ARR is growing. Churn looks stable. CAC payback is “reasonable enough.” And yet, something’s off. The deferred revenue balance doesn’t reconcile with the forecast. The new cohort model shows higher […]

When Renewal Rates Deceive Your Forecast

Why cohort decay models should replace averages in SaaS FP&A. Why Renewal Forecasting in SaaS Is Broken Every SaaS forecast lives or dies on renewals. You can hit bookings, expand ARR, and close enterprise whales — but if customer renewals falter, your growth story collapses. Here’s the trap: most FP&A teams forecast renewal rates using […]