A sales team asks for more leads. Marketing delivers. The pipeline dashboard lights up. Two quarters later, the conversion rate from MQL to closed revenue is the same as it was. Or worse.
This is one of the most common patterns in B2B. The problem is not the volume of MQLs. It is what the MQL is measuring.
Most MQL definitions reward engagement. A buyer downloaded a whitepaper. They attended a webinar. They filled in a form. The scoring model tags these actions as high intent. But downloading a whitepaper often means somebody is curious, or doing research for a report, or looking for ammunition in an internal debate. It does not mean they are ready to buy.
The result is a funnel stuffed with people who look engaged but are not in a buying cycle. Sales burns hours qualifying out, loses trust in marketing, and starts to build its own pipeline from scratch. Attribution turns into a battlefield instead of a shared view of the truth.
There is a better way to measure intent. The signal that actually matters sits earlier and sits deeper.
Earlier means account level behaviour, not just person level form fills. Which companies are starting to look at relevant content. Which ones are hiring into roles that suggest a project is being spun up. Which ones are opening new offices, switching vendors, or posting requirements that match a category your business supports.
Deeper means conversations and actions that reveal a real shift, not a casual click. Comments on posts that map to a specific pain point. Job ads that describe a tool being replaced. Shifts in budget ownership that change who makes the call.
This is the work the Intent Tracker does. It listens at the account level, across the signals that sit before a form fill, and it builds a live list of accounts that are actually moving. The Marketing Agent then shapes the content those accounts see, so the story arrives in the right context. The SDR Agent reaches out only once there is genuine evidence of movement.
The result is a smaller MQL volume and a higher closed won rate. Sales and marketing share the same view of intent, because the intent is grounded in observable reality, not in a download.
MQLs stop being a proxy and start being a promise.