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Writing on revenue operations
How to Calculate CAC Payback Period
The constraint that binds before LTV:CAC does. Three errors make the period look shorter than it is, and each is common.
How to Audit CRM Data Quality
Six measures that require no tooling, no interpretation and no targets — and that together tell you whether the reporting built on this database can be trusted.
Sales-Led vs Product-Led vs Channel Motions
The motion should follow time-to-value and deal size, not fashion. Most durable businesses run more than one, and the operational question is which serves which segment.
RevOps vs Sales Ops vs Marketing Ops
The difference is not seniority or tooling. It is which decisions each function holds, and getting that boundary wrong produces duplicated systems work and contradictory definitions.
BANT vs MEDDIC vs MEDDPICC vs SPICED
Frameworks are not interchangeable and the best one depends on cycle length and committee size. A direct recommendation for each motion.
MRR vs ARR: Which to Use and How Both Get Inflated
They are the same quantity at different resolutions. The errors that inflate them are identical, consistent, and always in the same direction.
MQL vs SAL vs SQL vs PQL: Which Stages You Need
Four qualification stages exist. Most organisations need three, some need two, and adding all four without defining the transitions makes reporting worse rather than better.
GRR vs NRR: Which Retention Metric to Report
Gross revenue retention measures the floor. Net revenue retention measures the trajectory. Report both — and if you must pick one for a board, pick GRR.
What "System of Record" Means at the Field Level
Naming one system the source of truth for everything fails immediately. The workable unit is the field, and the rule is one writer, many readers.
How to Calculate Net Revenue Retention
NRR is the most cited SaaS metric and one of the most frequently miscalculated. The errors are consistent and each one flatters the number.
Lifecycle Stage Definitions That Settle the MQL Argument
The dispute between marketing and sales about lead quality is not a relationship problem. It is two teams using different definitions of the same handoff, and it is resolved by writing the definition down.
Field Governance: Who May Create a CRM Property
Uncontrolled field creation does not fill a database with clutter. It produces a data layer where no field can be trusted, and the damage is not retroactively repairable.