Stop Counting Leads. Start Reading Engagement.

Why Delivr.ai stepped back from the enterprise market, what we learned about why intent data fails there, and what actually works in the dark funnel.

I spent most of my career in enterprise sales, so when we launched Delivr.ai, focusing on enterprise was instinctive. I knew the buyer. I understood the budget cycles. The opportunity looked obvious: big budgets, sophisticated marketing teams, real appetite for intent data, and a clear willingness to invest in the kind of person-based intent scoring we built the company to deliver.

Two years in, we’ve made a deliberate decision to step back from the enterprise market. This article is the story of why we made that call, what we learned about how intent data actually performs in the field, and what we now believe every B2B marketing team needs to understand about the difference between counting leads and reading engagement.

It’s also the story of a structural pattern in B2B marketing that we believe is costing companies more pipeline than almost any other operational issue: the pressure to deliver lead volume that forces prospects into outbound sales sequences before they are anywhere near ready to be contacted.

Where We Were Over-Optimistic

Honestly, we were over-optimistic about what our person-based intent scoring could do on its own.

Person-based intent scoring was a meaningful step forward for the industry. Where company-level intent had told marketers that an account was researching a category, person-based intent scoring identified the specific individuals within a buying committee actively conducting that research. It promised to bring real precision to the moment of buyer activation. We believed, and still believe, that it is the most accurate signal of in-market intent available to B2B marketers today.

What we didn’t fully understand at launch was that the signal is a starting point, not an endpoint.

We expected those high-intent prospects to convert at a meaningful rate as soon as they were identified. The data was telling us, with confidence, that the prospect was actively researching solutions in our category right now. It seemed reasonable to assume that an immediate, well-crafted outbound touch would convert that signal into a meeting.

It wasn’t until our early enterprise deployments that we realized the signal was identifying the right person at the right moment in their cycle, but the conversion still had to be earned. The prospect was researching, yes, but research is not readiness. Research is the early phase of a process that, in B2B, typically takes months. Our intent signal was telling us a prospect was in motion. It wasn’t telling us they were ready to be sold to.

The intent identified the moment. The conversion still required the work.

That distinction matters because it changes what intent data is for. It’s not a lead list. It’s a map of where your future buyers are right now, and what you do with that map is what determines whether you earn a place on their short list or never get considered at all.

The Lead Pressure Trap That Forced Premature Handoff

That insight, that intent signals identify the moment but not the readiness, ran headlong into a structural reality of how enterprise marketing organizations are run.

Marketing teams are typically measured on lead volume that converts to pipeline. The CMO has a number to hit. The board wants leads delivered. The quarterly demand for leads to drive near-term growth left little room for patience. Under that pressure, the path of least resistance was to take any prospect engagement that could plausibly be called a “lead” and hand it off to a BDR or AE immediately.

Our intent signal would arrive, identifying a high-intent prospect researching the category right now. And within days, that prospect was in a BDR call sequence they were nowhere near ready for.

This wasn’t because the marketing teams we worked with didn’t understand the buying cycle. Many of them understood it deeply. It was because the pressure to convert intent signals into reportable lead volume, immediately, was overwhelming. The reporting structure made patience effectively impossible. A signal that arrived on Monday needed to be a meeting on the calendar by Friday, or it didn’t count.

The result was that one of the most valuable signals available in B2B marketing was being burned on the wrong activation. Intent data, designed to fuel patient, brand-building campaigns that earn a place on the short list during the dark funnel phase, was instead being used to populate outbound call lists. The signal was right. The activation was wrong.

What We Watched Fail in the Field

The BDR call conversations weren’t working. And once we started paying attention to why, the pattern was unambiguous.

Prospects weren’t ready to be contacted. They were still doing their research, still forming their views, still deliberately operating in the dark funnel. The dark funnel exists because prospective buyers, with an extraordinary volume of information available online, would rather spend weeks or months getting educated entirely free of vendor influence. They are developing their strategy, defining their requirements, and forming their vendor short list without engaging any vendor they aren’t already familiar with. By design.

There’s a critical insight that follows from this: prospects in the dark funnel will not acknowledge they are in a buying cycle to a vendor they don’t yet trust.

Even when our intent data correctly identified them as actively researching the category, they would not confirm that to a BDR who called them out of the blue. They would politely deflect, or not return the call at all, or in some cases disengage entirely from a brand they might otherwise have made the short list.

The cold call didn’t accelerate anything. It signaled that the vendor didn’t understand where the prospect actually was. Meetings didn’t get booked. Conversations didn’t progress. And the brand was, in a meaningful number of cases, eliminated from consideration not because the product wasn’t a fit, but because the outreach had been so badly mistimed.

The most expensive failure mode in B2B marketing isn’t that you don’t reach the prospect. It’s that you reach them at the wrong moment and damage the relationship before it ever starts.

What We Watched Work

What worked, every time we saw it run properly, was a different kind of outbound.

Digital ads and insight-driven email, designed specifically for the dark funnel. Not promotional ads. Not sales-led email sequences. Brand awareness creative and insight-led content that met the prospect where they actually were: in early-stage research, forming their view of the category, building a mental model of what a good solution looks like.

The pattern we kept seeing was clear. Digital ads and insight-driven email work in the dark funnel. BDR call sequences don’t.

The reason is simple. Ads and email are permission-light. They reach the prospect without forcing them to identify themselves or commit to a conversation. The prospect engages on their own terms, in their own time, with content they find genuinely useful. They consume the thought leadership, return for more, share it internally with their buying group. The brand gets built into their mental short list before any sales conversation ever takes place.

A BDR call sequence does the opposite. It pulls the prospect out of anonymity before they’re ready. It demands a response on the vendor’s terms, not the prospect’s. And in the dark funnel, where the prospect is deliberately maintaining anonymity, that demand reads as a fundamental misread of where they are in their cycle.

It’s worth noting one important nuance. Insight-driven email to intent audiences performs significantly better than generic outbound, and we see strong reply rates when the email content delivers genuine value. The point isn’t that email is broken in the dark funnel. The point is that sales-led outbound, whether by call or sequenced email, is the wrong mode at this stage. Marketing-led email built around insight performs at a meaningfully different level.

The activation that works in the dark funnel is the activation that respects the prospect’s anonymity and delivers value without demanding identification.

The Website Moment, Where Activation Pays Off

When the ads and email are landing, something specific and measurable happens.

The prospect comes to your website, looking for more.

This is the moment that matters most, and it is the operational definition of effective dark-funnel activation. A prospect who navigates to your website after being exposed to your campaigns has just told you something extraordinary: that your message landed, was credible enough to act on, and made them want to investigate you further. That movement, from “aware of you” to “actively investigating you,” is exactly what your dark-funnel activation is designed to produce.

It is also the moment when the real opportunity opens up.

When the prospect is on your website, you have the chance to deliver the depth that ads and email cannot: detailed thought leadership, customer case studies, product information, ROI calculators, comparison content, pricing transparency, and the proof points that earn a place on a vendor short list. You’re meeting the prospect on their terms, in their time, with the depth they’re now looking for. This is when consideration gets earned.

But getting them to your website isn’t enough. What you do once they arrive determines whether the visit translates into short-list inclusion, or whether the prospect leaves and never returns.

This is where most B2B teams stop short. They identify the visitor, route them to a BDR, and miss the actual signal the visit is sending.

Knowing who visited is a starting point. Knowing what they did on your website is the actual signal.

A CFO who lands on your homepage and leaves after thirty seconds is a fundamentally different signal than a CFO who reads your industry whitepaper, returns the next day, and visits your pricing page. Same person, same firmographic profile, two completely different stages of the buying cycle, requiring two completely different next actions.

The website resolution capability you deploy needs to do more than match an anonymous visitor to a known person. It needs to capture the depth and pattern of engagement: what content they consumed, how long they spent, what they returned to, and how that behavior maps to their position in the buying cycle.

Without that engagement layer, resolution is just a more expensive form of guesswork.

Reading Engagement: The Four Questions Before Handoff

The discipline that replaces lead counting is engagement reading. It is a structured way of answering whether a prospect is ready for a sales conversation, and it requires answering four questions before any handoff is considered:

When the answers point to a prospect who is genuinely in late-stage evaluation, handoff is appropriate and likely overdue. When they point to a prospect still early in their cycle, the right call is to continue nurturing with more directive content, wait for additional buying group members to engage, or serve a specific mid-stage asset and re-evaluate the engagement signal in a week or two.

This discipline shifts marketing’s role fundamentally. The job is no longer to deliver leads on a quarterly quota. It is to deliver sales-ready prospects with full engagement context, so that when a BDR or AE does engage, they are walking into a conversation the prospect is actually ready to have. That is a fundamentally different operating model. It requires both the tooling to assess engagement and the organizational courage to push back on the lead-volume pressure that made premature handoff the default in the first place.

How Engagement Maps to Buying Stage

Different content consumption patterns reveal different stages of research. The mapping is not perfectly linear; prospects move forward, back, and laterally. But the pattern is reliable enough to drive activation decisions:

A prospect engaging with thought leadership is signaling that your marketing positioning has landed, but they are not ready for a BDR call. A prospect on your pricing page is signaling something fundamentally different. They have moved through the dark funnel, completed most of their research, and are now in late-stage evaluation. The right response there is not another whitepaper email. It is an immediate sales conversation, with a rep equipped with full context on what content the prospect has already consumed.

The activation decision, whether to nurture further or hand off to sales, should be driven by engagement depth, not by the fact of identification alone.

Reading the Buying Group, Not Just the Individual

Engagement depth tells you where one prospect is in their journey. But B2B decisions are not made by individuals. They are made by buying committees, and the most powerful signal available is when you stop reading visitors as isolated people and start reading them as members of an evolving buying group.

When two or three members of the same account begin showing up on your website over a period of days or weeks, your brand is being discussed internally. A solo visit from a director is research. The same director followed a week later by a peer is socialization. When the economic decision maker subsequently arrives on your site, the signal is unambiguous: your brand has been raised in their internal conversations, the team has done enough work to put you forward, and the decision maker is now doing their own due diligence on a vendor that has already cleared an internal filter.

That sequence is one of the most reliable late-stage signals available, and it is invisible to teams that read website visits one person at a time.

The Forms Question: Rethinking What You Ask, and When

There is a second-order implication of effective engagement reading that most teams have not yet fully absorbed. If your platform can identify the visitor and track exactly what content they view, copy, or download, then the historical purpose of the form fill, capturing identity, no longer applies. You already know who is on your site and what they are interested in.

This changes the role of forms entirely.

Most B2B websites still gate their best content behind a form designed to capture name, company, email, and title. That gating creates friction in the dark funnel, sends prospects to less restrictive competitors, and produces identity data your resolution platform was going to surface anyway.

The better approach is to remove identity-based gating and, where it makes sense, replace it with qualifying questions designed to advance your understanding of the buying cycle:

These are survey-style questions that respect the prospect’s time, deliver them the content they wanted, and give your team a clear read on where the prospect is in their cycle. Forms become an enrichment layer for prospects who are willing to engage, not a barrier for prospects who are not.

Why We Shifted Our Focus to Marketing Agencies

When we made the call to step back from the enterprise market, the question was where we’d focus instead.

We’ve shifted our focus to marketing agencies.

The decision came down to a simple observation. Agencies operate the activation layer for their clients. They understand brand-building and insight-led campaigns. They live in the world of ads, email, and content, the channels that actually work in the dark funnel. And critically, they are structurally aligned with the patient, multi-touch approach that intent data is actually built for. They don’t have the same lead-volume pressure that forces enterprise marketing teams into premature handoff.

When agencies deploy our intent signals, they use them the way they were designed to be used: to power digital ad and email campaigns that build brand, deliver insights, and draw prospects to their clients’ websites. They earn a place on the short list during the dark funnel phase, and then time the sales conversation to the moment the prospect is genuinely ready, not the moment the quarterly lead quota is due.

The agency channel is also where the next generation of campaign sophistication is being built. The teams that figure out how to combine person-based intent scoring, dark-funnel activation, website resolution, and engagement reading into a single operational system will set a new bar for what B2B marketing can achieve. We believe the agencies leading that work are our most natural partners.

The Lesson

The lesson for me has been bigger than a go-to-market decision.

The best intent data in the world doesn’t fix a marketing function that’s been organized around quarterly lead volume rather than engagement. The signal can be perfect. The targeting can be precise. The activation channel can be the right one. But if the marketing team is being measured on lead volume that converts to pipeline this quarter, the structural pressure will force premature handoff every time. The intent data ends up burned on outbound call sequences. The prospect ends up disengaged. The pipeline doesn’t materialize.

That’s the operational pattern we now help our agency partners deliver for their clients. And it’s the future we believe enterprise B2B marketing will eventually have to embrace, when the lead-volume metric finally gives way to something better.

The intent data isn’t the problem. The way the team is measured is.