Solutions
When MRR looks great but the bank account disagrees
Bridge subscription metrics to cash endpoints for SaaS lenders and vertical platforms evaluating churn, expansion, and timing risk together.
SaaS metrics dashboards rarely show payroll timing against net terms customers actually take. Cash endpoints ground debates in flows and watermarks so credit decisions reflect operating reality.
Cohort design
Segment JSON outputs by ARR band and vertical in your warehouse to learn which cohorts systematically lag cash conversion.
Join NRR movements to cash health with lagged windows so expansion bookings do not mask deteriorating collections.
Usage-based billing
When invoices trail usage spikes, runway narratives should reference AR aging separately from recognized usage metrics.
Customer concentration
Highlight single-customer revenue dependency in your internal risk engine alongside health scores — enterprise SaaS can look healthy until a logo churns.
Lender reporting
Package JSON snapshots beside covenant packages so relationship banks see the same operating cash story your board sees.