One of the more interesting developments in B2B marketing over the past decade has been the rise of intent data. What began as a relatively novel way to identify anonymous research activity has evolved into an entire category of platforms, providers, and account-based marketing strategies built around the idea that buying behavior can be detected before a prospect ever raises a hand.
The premise is compelling. If marketers can identify organizations actively researching a category, they should be able to prioritize those accounts, engage them earlier, and generate more pipeline.
Yet many demand generation leaders are finding that the relationship between intent and pipeline is not nearly as straightforward as the market promised. Pipeline is harder to build than it was just a few years ago. Conversion rates are under pressure. Buying cycles are longer. At the same time, there is no shortage of signals. Most organizations have access to more intent data, more account intelligence, and more engagement analytics than at any point in history. If identifying activity were enough, pipeline should be getting easier rather than harder.
That disconnect points to a problem that has received surprisingly little attention. Intent data tells you which accounts are researching your category. It does not tell you whether those accounts are actually positioned to buy.
Intent Identifies Activity, Not Opportunity
Consider two companies evaluating the same category of software. Both are researching vendors. Both are consuming content. Both are generating intent signals. From the perspective of many account-based marketing platforms, they look remarkably similar.
The reality may be very different.
One company may be conducting exploratory research for a project that is eighteen months away. Budget has not been approved. The incumbent vendor is deeply embedded. No executive sponsor has emerged. The organization is active, but it is not particularly likely to buy.
The second company may be experiencing leadership change, evaluating multiple vendors, reassessing its current technology stack, and actively discussing alternatives. The organization is not simply researching. It is preparing to make a decision.
Both accounts show intent. Only one is likely to become pipeline in the near term.
This distinction sits at the center of what we call the Winnability Gap. Most demand generation programs have become very good at identifying accounts that appear active. Far fewer have developed a reliable way to identify which of those accounts are structurally positioned to convert.
Why the Gap Is Getting Worse
The challenge has become more pronounced as buying processes have grown more complex. Larger buying groups, longer evaluation cycles, and increased scrutiny have made it harder to infer purchase readiness from research activity alone.
At the same time, the number of available signals has exploded. Every website visit, content interaction, review-site activity, and intent surge creates another data point to analyze. Marketing teams have more visibility into buyer behavior than ever before, yet many still struggle to determine which accounts deserve immediate attention.
The result is a curious paradox. Organizations are becoming increasingly effective at measuring activity while remaining surprisingly limited in their ability to identify opportunity.
The Cost of Mistaking Activity for Pipeline
When organizations treat activity and opportunity as interchangeable, they inevitably invest time and budget in accounts that were never likely to produce revenue. Sales teams receive lists of accounts filled with engagement signals but lacking the conditions necessary for a purchase decision. Marketing teams generate growing volumes of activity while pipeline remains difficult to predict.
The issue is not execution. The issue is that activity has become a poor proxy for opportunity.
The Next Evolution of Account-Based Marketing
None of this diminishes the value of intent data. Intent remains one of the most important inputs available to modern marketers. The mistake is treating intent as a complete account prioritization strategy rather than as one component of a broader decision framework.
The organizations generating the strongest pipeline outcomes are moving beyond a simple question of whether an account is active. They are asking whether an account is active, positioned to change, operating under some form of urgency, and actively evaluating alternatives.
In other words, they are focusing on winnability rather than activity. That shift may prove to be one of the most important evolutions in account-based marketing over the next several years.
Most teams are still chasing activity. Are you?
Teams generating predictable pipeline stopped treating activity as opportunity. Learn what they’re doing instead.