Work, thoughts, and musings.

Intent data is sold with lots of empty promises.  These promises inflate expectations and push teams toward false positives, wasting time and budget. Together, they make “intent” look precise when it’s anything but. More data from more sources has not improved...

In the race for B2B growth, "intent data" is often pitched as a silver bullet. However, the current surge in buying signals is frequently an illusion that erodes accuracy rather than improving it. The Problem: Signal Saturation and Research Noise Buying intent data is...

Intent data no longer creates differentiation. It has become a shared signal layer that every competitor can access, which means it no longer provides strategic advantage. Executive Summary Multiple vendors flag the same accounts at the same time. Outreach converges....

Low-quality intent signals do more than waste time. They change behavior inside your revenue team. Over time, they train sales to distrust marketing inputs entirely. Executive Summary Repeated exposure to weak signals leads sales to disengage. They stop acting on...

Buyer intent data has become one of the most powerful tools in modern marketing. But how do you take it a step further to discover niche buyer intent data when your preferred broad topic is not available?

Many B2B teams lean heavily on website analytics to understand interest. They track page views, downloads, form fills, return visits, and conversion behavior to gauge how prospects interact with the brand. But because buyers now do so much of their research away from...

Intent data became popular because it appeared to solve a real problem in B2B marketing. Traditional lead generation only captures a narrow slice of the buying journey. By the time someone fills out a form, registers for a webinar, or requests a demo, much of the...

Discover how buyer intent data improves B2B sales and marketing alignment by enhancing prioritization, timing, campaign efficiency, and pipeline predictability.

Most buyer intent data tools promise pipeline growth but few deliver measurable impact. Learn why traditional B2B intent data fails and what revenue teams actually need to turn intent signals into predictable revenue.

Sales teams have always faced a fundamental challenge: identifying which prospects are actually ready to engage. Traditional prospecting methods often involve contacting large numbers of potential customers and hoping that some of them happen to be considering a...

Learn how buyer intent signals reshape B2B go-to-market strategy by improving timing, multi-threaded selling, and pipeline velocity.

Real-time intent data is everywhere but clarity isn’t. Learn how structured buyer intent signals drive real-time revenue performance in B2B sales and marketing.

Buyer intent data isn’t just about finding in-market accounts. Learn how B2B intent signals unlock hidden revenue opportunities by improving prioritization, retention, upsell, and expansion timing.

As the importance of buyer intent signals has grown, numerous technology platforms have emerged to help organizations monitor research activity and identify potential buyers. These intent data platforms collect signals from across the internet, analyze patterns of...

Intent-based marketing represents a shift away from this traditional approach. Instead of broadcasting messages to large audiences and hoping to reach potential buyers, intent-based marketing focuses on identifying signals that reveal when a company is researching a specific problem or solution.

For decades, one of the greatest challenges in business-to-business marketing has been identifying potential buyers at the moment they begin considering a purchase. Companies may know their ideal customers, understand their industries, and maintain large databases of...

Outbound sales has long been one of the most challenging disciplines in business-to-business marketing. Sales teams often work from prospect lists built around industry categories, company sizes, or job titles. Representatives contact hundreds of companies through...

Buyer intent data isn’t just behavioral it’s psychological. Explore how B2B intent signals reflect real buying psychology and improve revenue timing.

In business-to-business marketing, identifying the right companies to pursue has always been a central challenge. Organizations invest significant effort into defining ideal customer profiles, building prospect lists, and segmenting markets. These processes help...