In this article
- Why the MQL model produces this outcome
- Demand creation versus demand capture
- Four changes that fix the model
- The commercial case for fixing this
The MQL was supposed to solve the marketing-sales alignment problem. Define a threshold of engagement activity — page visits, content downloads, email opens — and when a contact crosses it, pass them to sales as a qualified lead. In theory, this creates a shared standard. In practice, it creates a different problem: a pipeline full of contacts who have expressed interest in a topic and no interest in purchasing anything.
The evidence is consistent across industries. Studies consistently show that the majority of MQLs passed to sales teams are never worked, and of those that are, conversion rates are a fraction of what the marketing team projected. Sales blames marketing for passing poor-quality leads. Marketing blames sales for ignoring them. The pipeline review becomes an exercise in attribution debate rather than revenue planning. The MQL threshold gets adjusted, and the cycle repeats.
Why the MQL model produces this outcome
The MQL was designed to capture demand. The problem is that most B2B companies are not creating demand — they are waiting for it to appear and then competing for it when it does. A contact who downloads a whitepaper on procurement automation has demonstrated interest in a topic, not readiness to purchase. They may be a student, a competitor, a journalist, or a buyer who is six months away from a real evaluation. The scoring model treats them identically.
The more fundamental error is confusing the symptom — low-quality MQLs — with the cause, which is the absence of a demand creation strategy upstream of lead capture. Most B2B demand generation programmes focus their energy on the bottom 5% of the ICP: buyers who are actively searching, actively comparing vendors, and almost certainly already in conversations with your competitors. Competition for that 5% is expensive, the win rate is low, and the commercial terms are often poor because the buyer has leverage.
Demand creation versus demand capture
Demand creation is the work that builds awareness, credibility, and buying intent in the 95% of your ICP who are not yet searching. It is category-level content that articulates the problem your product solves before the buyer has identified that problem themselves. It is thought leadership that positions your company as the credible authority before a vendor evaluation begins. It is consistent presence in the channels, communities, and conversations where your ICP spends professional time.
Demand capture — the MQL model — is what you do once that intent exists. It is perfectly valid. The mistake is building a demand generation programme exclusively around demand capture while producing no meaningful volume of demand.
Four changes that fix the model
The first is redefining what success looks like for demand generation. If MQL volume is the primary metric, optimisation will always produce more MQLs rather than better pipeline. Pipeline-influenced revenue, sales-accepted leads, and win rates in ICP-fit accounts are more accurate measures of whether the programme is working.
The second is separating demand creation budget from demand capture budget deliberately. Most B2B marketing budgets are almost entirely demand capture — paid search, retargeting, bottom-of-funnel content, sales enablement. A programme that moves 20-30% of spend toward category-level demand creation typically sees meaningful pipeline improvement within two to three quarters.
The third is building intent qualification into the handoff process. Rather than passing all contacts above an engagement threshold, pass contacts who have demonstrated intent signals: multiple visits to commercial pages, engagement with bottom-of-funnel content, or direct request for contact. The MQL volume will fall. The sales acceptance rate will rise.
The fourth is creating a feedback loop between sales and marketing that operates weekly, not quarterly. What objections did sales hear this week? Which account types are most receptive? Where is the buying cycle stalling? This information changes the content and channel strategy faster than any reporting cadence operating on a monthly cycle.
The commercial case for fixing this
The companies that have rebuilt their demand generation around intent rather than activity consistently report the same outcome: fewer leads passed to sales, higher conversion rates at every stage of the funnel, a better marketing-sales relationship, and lower customer acquisition cost. The paradox is that doing less — passing fewer, better-qualified contacts — produces more revenue. This is not a creative insight. It is the predictable consequence of aligning the measurement model with the commercial outcome rather than with the activity that is easiest to count.