Why your scoring model isn’t the problem – and what to do instead.
Marketing and sales agree on one thing: it's the other team's fault. They're both wrong.
The MQL-to-SQL handoff is where good marketing goes to die. Marketing hits its number. Sales calls the leads garbage and works their own pipeline. Marketing points to the dashboard, sales points to closed-won, and everyone's position is defensible, while nobody's actually aligned.
The solution isn't a better scoring model. It's fixing what happens at the moment of handoff.
Agree on the definition before a single lead moves.
Most handoff problems are really about how qualified leads are defined. Marketing thinks "MQL" means ready; sales thinks it means noise. Get both teams in a room and on the same page by writing one sentence: "A lead is ready when ___."
Make your definition specific — account fit, a buying signal, a triggering behavior such as a form fill, not just a points threshold. If you can't say it in a sentence both sides would defend, you don't have a definition. You have a dashboard.
Hand off context, not just a contact.
Sharing a name and email address is not a handoff. The rep needs to know what the buyer did, what they were looking at and why now. "Downloaded a media kit twice this week and looked at a white paper" tells a rep how to open the call. "Downloaded an eBook in March" tells them far less. The quality of the handoff is determined by the quality of the context attached to it.
Set a speed-to-lead standard and actually measure it.
A ready buyer cools fast. If a strong signal sits in a queue for three days, you've handed sales a cold lead and then blamed sales for their inability to convert. Decide how fast a hot signal gets worked — in minutes, not days — and track it like the revenue lever it is.
Build a feedback loop, not a one-way door.
The handoff isn't the end of marketing's job. Sales should be telling marketing every week which signals predicted real deals and which went nowhere. That loop is how you continually refine your definition of what constitutes a qualified lead. Because it will always be a moving target.
Treat rejected leads as data, not garbage.
When sales sends a lead back, it’s time to mine for data. Why was it bad? Wrong title, wrong timing, wrong account? Every rejection is a free signal about what your definition is getting wrong. Teams that capture that get better. Teams that just argue about it don't.
Do these things, and the marketing-to-sales handoff stops being a handoff. It becomes a conversation, a collaboration. One view of an account moving toward a decision, with both teams reading the same signals and passing context instead of blame.
The MQL was never the problem. The wall marketers built around it was.
Tear down the wall. Keep the signal.
