The MQL Is Dead | Erik R. Miller

I'm going to say something that will get me in trouble with some demand gen purists: the MQL was always a compromise, not a strategy.

It was a compromise between marketing, which needed to show it was producing something, and sales, which needed a reason to make calls. It was never actually a reliable indicator of buying intent. We all knew this. We just kept using it because it was measurable and it made the dashboard look good.

What the MQL actually measures

A marketing qualified lead — in most organizations — is someone who hit a score threshold based on a combination of demographic fit and behavioral signals. They downloaded something. They attended a webinar. They visited the pricing page twice.

That's not buying intent. That's digital activity. The problem is that digital activity looks identical whether someone is a serious buyer doing research, a competitor doing competitive intelligence, or a student writing a paper. We're scoring all of them the same way and calling it qualified.

The metric that actually predicts revenue

The metric that most consistently correlates with closed revenue isn't MQL volume. It's account engagement depth.

Not individual lead scores — account-level engagement. The aggregated signal from everyone at a target account who has interacted with your brand, combined with intent data showing what they're researching outside your owned channels.

An account where three stakeholders have engaged with your content over 90 days, where the company is showing elevated intent around your solution category, and where a sales touch has happened in the last 30 days — that's a signal worth acting on. One person downloading an ebook is not.

What to replace it with

The metrics I care about: Pipeline velocity — how fast are opportunities moving through the funnel? Influenced pipeline — what percentage of your open and closed pipeline had a marketing touch before the opportunity was created? Account engagement score — how many stakeholders at your priority accounts are engaging, across what channels, and how recently? Win rate on marketing-influenced deals — if your content is building trust, your win rate on influenced deals should be measurably higher than on cold deals.

The conversation worth having

None of this works if sales and marketing are still optimizing for different things. The conversation worth having with your CRO is this: what does a good lead actually look like in practice? What are the signals that tell you an account is ready to have a serious conversation? Build your demand gen program around producing those signals. Not form fills.

The MQL had a good run. But the way B2B buyers buy has changed, the tools we have to understand them have changed, and the expectations on marketing to drive real revenue have changed. The measurement needs to catch up.

— Erik R. Miller

Frequently Asked Questions

Why is the MQL dead?

The MQL was always a compromise — a marketing-side metric optimized for marketing-side comfort. It rewards lead volume over revenue contribution, treats individuals as decision-makers in markets where buying is committee-driven, and creates a false sense of pipeline health when the underlying signal is just form-fill behavior. Sales rarely trusts the MQL number, finance can't reconcile it to revenue, and the metric persists mostly because nobody has replaced it.

What should B2B marketers measure instead of MQLs?

Three account-level signals that actually predict revenue: pipeline velocity (time from first engagement to opportunity by tier), account engagement depth (how many people from a target account engaged across how many surfaces), and intent shift (whether a known account moved from passive to active research behavior). All three correlate with closed revenue better than MQLs and survive scrutiny in a CRO conversation.

What is pipeline velocity and how do you measure it?

Pipeline velocity is the rate at which an account moves through your sales cycle, measured as days from first meaningful engagement to opportunity creation, then opportunity to closed-won. Segment by ICP fit and tier. Track median, not average — averages get distorted by outliers. The key insight: marketing programs that look great on MQL volume often have terrible velocity, which is why pipeline never materializes.

How does account engagement work as a metric?

Engagement at the account level counts: number of distinct people from a target account who engaged, depth of engagement per person (single page view vs. multiple high-intent surfaces), and breadth across surfaces (web, email, events, sales meetings). One account with five engaged people from three functions is worth twenty accounts with one casual visitor each. Score accounts on penetration, not on lead count.

Should we still track MQLs at all?

Track them as a diagnostic, not a goal. MQL volume tells you whether the top of the funnel is functioning. But don't compensate marketing on MQLs, don't include MQLs in board reporting, and don't let MQL targets drive program selection. The number can stay in the dashboard for trend monitoring; it shouldn't be the metric the business runs on.

The MQL Is Dead. What to Measure Instead.