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Each sign comes with a diagnosis and a concrete fix. If you recognise 3 or more, your revenue data needs a rebuild — not a cleanup.
Marketing and Sales are measuring the same leads differently — a process definition problem, not a data problem.
No end-to-end attribution means you're optimising spend on gut feel.
If someone has to export and clean data before every forecast call, your CRM is not your source of truth.
Disagreements about quality are almost always disagreements about definition. One criteria set fixes most of it.
Different dashboards showing different numbers means different people are measuring from different stages.
Undocumented process lives in people's heads — and leaves with them.
LTV by acquisition channel is the metric that separates efficient growth from expensive growth.
Stages without exit criteria let deals age in place. A 90-day-old Proposal stage is not a pipeline.
If retention and expansion aren't connected to acquisition, you can't calculate true CAC payback.
If a board ask requires a data request, you're not operating from a unified system.
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