There is a number that runs every revenue org in B2B SaaS right now, and the number is 3.
Three times pipeline coverage. The board wants it. The CFO wants it. The CRO has it on a slide. Every QBR opens with the chart that shows whether the team is at coverage or not, and every QBR ends with a plan to get back to coverage if it isn't there.
The number is wrong, or at least it is wrong the way most teams are using it.
What pipeline coverage actually measures
Pipeline coverage is the ratio of open pipeline to your quota. If the team needs to close $1M and there is $3M of open pipeline, that's 3x coverage. The math is straightforward. The interpretation is where it falls apart.
The number was meant to be a sanity check. It is a way of asking, in one ratio, whether the team has enough top-of-funnel activity to plausibly hit the bottom-of-funnel target. That is a useful question.
What it became is a target.
Pipeline coverage is a lagging indicator dressed up as a leading one.
When a measure becomes a target
The moment 3x coverage became the goal instead of the diagnostic, every behavior in the org bent toward producing 3x coverage. Sales reps logged opportunities they would not have logged a year earlier. SDRs marked meetings as qualified that previously would not have been qualified. Managers stopped pushing back on stage progressions. Marketing celebrated MQLs that nobody intended to call.
The pipeline got bigger. The win rate got smaller. The forecasting got worse, not better, because the underlying number was now contaminated by everyone optimizing toward it.
This is Goodhart's Law applied to revenue ops. When a measure becomes a target, it stops being a good measure. The fact that this has been documented for fifty years does not seem to have stopped anyone in B2B SaaS from doing it again.
The failure mode this hides
Pipeline coverage tells you what the team has already produced. It does not tell you what the team is going to produce. The teams that hit their numbers consistently are not the teams with the best coverage. They are the teams with the best win rates on real opportunities.
When you optimize for coverage at the expense of quality, the win rate collapses. The math then requires more coverage, which requires more opportunities of lower quality, which lowers the win rate further. The team is now running a system that needs more inputs every quarter to produce the same outputs.
This is what happens to most growth-stage teams in their second or third year of selling. They are not running out of leads. They are running out of leads that close.
What the good teams measure instead
The teams that are durable measure quality of pipeline, not quantity. Win rate by source. Win rate by stage. Win rate by ICP fit. Cycle time on opportunities that close versus opportunities that don't. The number of opportunities a rep can carry without the close rate degrading.
These metrics are harder to compile. They do not produce a single chart for the board. They require an actual conversation about what is and isn't working.
That is the point. The 3x coverage number replaced the conversation with a chart. The teams that go back to having the conversation are the teams that get out of the trap.
What to do with this
You probably cannot get the board to stop asking about coverage. You probably cannot get the CFO to model the business differently. The board and the CFO do not run your team.
You can change what you ask your reps and managers about. You can stop celebrating opportunity creation as a leading indicator. You can start asking, every week, what the win rate looks like on opportunities created in the last 30 days.
The coverage chart will look the same. The team underneath it will be different. That difference is the entire game.