Work, thoughts, and musings.

Intent data has become one of the most overconfident inputs in B2B revenue strategy. That does not mean intent data is useless. Far from it. Good intent data can help teams spot market movement earlier, identify accounts showing topical interest, and add context to...

Most B2B teams do not have an intent data problem. They have an evidence problem. Third-party intent signals are often treated as if they arrive pre-validated. An account is researching a topic, scoring highly, or showing elevated behavior, so the organization acts...

When sales and marketing teams stop trusting each other, intent data is often somewhere in the background. Not because intent data is inherently bad. But because it is frequently interpreted too aggressively, then operationalized as if it were proof. Marketing sees...

A lot of B2B teams have quietly adopted a flawed belief: if one signal is useful, ten signals must be better. So they keep adding. Intent feeds. Website behavior. ad engagement. email opens. review-site activity. firmographic overlays. technographics. enrichment...

One of the most expensive mistakes in B2B marketing is also one of the most common: confusing topic interest with buying intent. An account reads content related to your category. Third-party tools pick up elevated research behavior. The signal gets tagged as intent....

Intent spikes feel like a gift. An account suddenly lights up around a topic your company sells into. The dashboard shows elevated activity. The signal score jumps. Sales gets alerted. Marketing starts to treat the account like it just moved into market. That reaction...

Intent data can help prioritize accounts, but it does not prove buying readiness. Learn how B2B teams can reduce false positives and improve pipeline accuracy.

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...