B2B Prospecting

The MQL Is Not Dead, But It Is No Longer Doing the Job We Need It to Do

Bill Hobbib

May 12, 2026

That was the tension in the room at the DemandScience and Docket breakfast session at Forrester B2B Summit on April 27. When we asked how many teams still report MQLs, most hands went up. When we asked how many actually trust them as a leading indicator of revenue, almost none did.

That gap tells you everything.

The Shift Isn’t to a New Metric, It’s to Revenue

What was more interesting is where the conversation went next. No one rushed to replace MQL with another acronym. The shift was toward measures the business actually trusts.

Teams consistently came back to a small set of metrics:

Opportunities created
Opportunities accepted by Sales
Stage progression
Dollar value of pipeline

The emphasis on opportunities accepted by Sales came up repeatedly. It is one thing for marketing to generate and pass leads. It is another for sales to engage and move them forward. That moment of acceptance is where quality is tested in the real world.

From there, the conversation naturally extends into progression and pipeline value. It is not about how much activity marketing produces. It is about whether that activity turns into real pipeline that advances.

In other words, not activity, but movement toward revenue.

The Unit of Measurement Has Changed

Matt Heinz made a point that stuck with me. The unit of measurement has to move from the individual to the account.

One person downloading a piece of content tells you very little. It may indicate curiosity, but not intent. When multiple people from the same company are engaging across channels, returning to your site, and interacting over time, it starts to look like a buying group forming.

That is where “engaged accounts” or marketing qualified accounts become meaningful. Not as a rebranded MQL, but as a reflection of how buying actually happens.

The Real Issue Is Trust

The other theme that came through clearly was trust.

Sales skepticism is not about whether marketing is generating leads. It is about whether the signals are credible. Many teams already have intent data, ABM platforms, and multiple tools in place, yet still hear the same feedback: “these leads aren’t converting.”

Intent data alone is not enough. It has to be paired with fit, timing, and real engagement across the account. And even then, it requires constant feedback with sales to refine what is actually working.

The issue is not data volume. It is signal quality and shared confidence.

There Is No Clean Replacement for the MQL

There is no clean replacement for the MQL.

What is replacing it is confidence. Confidence that the accounts marketing is prioritizing are actually worth pursuing, and confidence that what is being handed to sales has a real path to pipeline.

That confidence is built by connecting signals to outcomes, and by measuring what the business ultimately cares about: pipeline and revenue.

That is a much higher bar than generating leads. But it is also a much more honest one.