What 'MQL' gets wrong about how people buy
The marketing-qualified lead was a useful fiction for a while. It gave two teams a shared object to argue about and a tidy place to draw a line between their jobs. But the longer you sit with it, the clearer it becomes that the MQL describes something marketing did, not something a buyer decided. And those are very different things.
A score is not an intention
An MQL is usually a score: this person downloaded a paper, attended a webinar, visited the pricing page twice. Add it up, cross a threshold, and the system declares them qualified. But none of that activity is the same as a buyer deciding to act. People download whitepapers to do their jobs, to satisfy curiosity, to borrow your ideas for an internal deck. Interest is not intent, and a scoring model cannot tell the difference.
Worse, the model rewards the behavior that is easiest to generate rather than the behavior that signals a real decision. You end up optimizing for clicks from people who were never going to buy, and penalizing the quiet buyer who read nothing and arrived ready.
A lead score measures what someone clicked. It cannot measure whether they decided to change anything.
How people actually buy
Real buying is a messy, collective act. It rarely starts with a single person crossing a point threshold. It starts when something in the business breaks badly enough that doing nothing becomes the expensive option. Then a group forms, quietly, and begins to figure out whether to act.
If you want to qualify around how people actually buy, you are looking for different signals than a scoring model captures.
- Is there a real trigger, a problem that has become urgent, rather than idle interest?
- Is more than one person from the account engaging, which hints at a forming committee?
- Has anyone signaled a timeline, a budget, or a consequence for inaction?
- Is the engagement about solving a problem, or just about learning?
Qualify for the decision, not the download
This does not mean throwing out scoring entirely. It means treating it as one weak signal among several, and refusing to let it stand in for the thing that matters: evidence that a buyer, or more honestly a group of buyers, has decided to change something.
The teams that win reorient qualification around that evidence. They ask what triggered the interest, who else is involved, and what the cost of inaction looks like. Those questions are harder to automate than a point total, which is exactly why they are worth asking. The MQL told you someone noticed you. The better question is whether anyone has decided to act, and a score was never going to answer that.