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Lifecycle stages: defined in 2023, maintained never

Sep 07, 2026 2 min read

There was a workshop. Two hours, a whiteboard, and at the end there was the model: Subscriber, Lead, MQL, SQL, Opportunity, Customer. Cleanly defined, clicked into the CRM, everyone satisfied. That was 2023. Since then, nobody has touched a stage, except manually, occasionally, when someone happened to think of it.

Today it looks like this: 4,000 contacts sit at MQL, among them leads from two years ago, long-since-won customers, and three colleagues who once tested their own form. Some opportunities have contacts that never made it past SQL, because the rep created the deal directly. And the funnel report that leadership receives quarterly calculates conversion rates to two decimal places from exactly these numbers.

The mistake is not in the model. It’s in the assumption that humans maintain stages.

They don’t. A rep creating a deal is thinking about the deal, not about whether the contact formally passed through the SQL stage first. The marketing manager sending out a campaign doesn’t reset anyone to Subscriber. Stage maintenance is work nobody directly benefits from, and work like that doesn’t get done. That’s not a discipline question, that’s predictable behavior, and a process that ignores predictable behavior is badly built.

Transitions therefore belong in automation, completely. Score above threshold plus ICP criteria met: MQL, set by the system. Accepted by sales and first call scheduled: SQL, set by the system. Opportunity created, deal won, customer churned: all triggers, all automatic, including the uncomfortable backward movements missing from almost every setup. The MQL that sales failed to reach three times has to travel back into the nurture track, otherwise sediment collects in the middle of the funnel and distorts every analysis.

One side effect is regularly underestimated. Only with automated transitions do you get timestamps that are correct, and only with real timestamps can you run cohorts: how long does Lead to MQL take, what percentage of March’s MQLs became opportunities by June. Without that, your funnel report compares today’s apples with last year’s oranges, and does so with precision.

The test costs ten minutes. Open your MQL list and sort by stage entry date. If there are entries from 2023 in there, you know what your funnel report is worth. It doesn’t measure your funnel. It measures when someone last cleaned up.

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Five days from now you could be holding a clear, prioritised fix-list for your revenue stack, priced in euros, not estimates.

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Alexander Knoll, Founder & Team Lead

RevOps Engineering Excellence

We bring software engineering discipline to RevOps, shaping the scalable solutions that standard configurations can't provide to ensure long-term ROI.

Alexander Knoll

Founder & Team Lead