Mql - Back From College - Aiden — Jacobs, Benjami...

For a while there, it seemed like the B2B world was ready to hold a funeral for the . Industry experts claimed it was "dead," replaced by Account-Based Marketing (ABM) or Product Qualified Leads (PQL). But as Aidan Jacobs and Benjamin discuss in their latest collaboration, the MQL isn’t gone—it just went away to "college" to get a much-needed education.

: Instead of tracking one person, modern systems look for signals across an entire organization. If three different people from the same company attend a webinar, that’s a "Qualified" signal. MQL - Back From College - Aiden Jacobs, Benjami...

: Contacting an MQL within one hour yields 7x higher qualification rates than waiting 24 hours. For a while there, it seemed like the

The biggest lesson Aidan and Benjamin emphasize is . The MQL is only effective if Sales and Marketing agree on the definition of "Qualified". Key Takeaways for 2026: : Instead of tracking one person, modern systems

This blog post explores the recent resurgence of the in B2B strategy, featuring insights from industry voices like Aidan Jacobs and Benjamin [Lastname] . It focuses on why traditional lead scoring is "back from college"—smarter, more refined, and better integrated with modern AI tools.

In the past, an MQL was often just a "tire-kicker" who downloaded a single whitepaper. This led to high volume but low quality, causing friction between marketing and sales. Research shows that historically, only about actually converted to sales opportunities. The New Curriculum: What MQLs Learned "At School"