ProBackend
cloud security incidents
1 hour ago5 min read

A Security & Compliance Analyst's Perspective: How Drips Rebuilt Its Sales Prospecting with AI

Analysis of Drips, an AI-powered conversational outreach company that replaced its outsourced sales agency with in-house AI-assisted prospecting, resulting in 700% growth in platform adoption. Based in Vancouver, WA, Drips built the "Conversations as a Service" category serving healthcare, financial services, insurance, and education sectors.

What a Security & Compliance Analyst Sees in Drips' Story

There's something oddly comforting about a company that recognizes its sales process is broken and has the guts to fix it. Drips, an AI-powered conversational outreach company based in Vancouver, Washington, did exactly that. Rather than letting an outsourced sales agency continue to drain resources with little return, the company brought prospecting back in-house and rebuilt it using AI-assisted tools. The result? A 700% increase in sales team adoption of ZoomInfo's platform.

As a security & compliance analyst, I tend to look at organizational shifts like this through a risk lens. When you outsource a critical function, you're essentially handing over control to someone who doesn't share your incentives. That's true whether you're talking about data governance or sales prospecting. Drips found this out the hard way, and their story offers a useful case study in recognizing when a process has become more liability than asset.

The Outsource Trap: Meetings That Don't Convert

Here's the thing about outsourced sales agencies: they're good at booking meetings. They're not so good at converting them into actual opportunities. Drips learned this the hard way. The agency would fill the calendar, sure, but those meetings rarely materialized into real pipeline. The motion looked busy on paper. In practice, it was expensive and inefficient.

For a company selling sophisticated engagement tools to enterprise clients across healthcare, financial services, insurance, and education, this wasn't just an annoyance. It was a fundamental misalignment. Meetings with the wrong buyer aren't a small inefficiency — they're wasted cycles that a growing team simply can't afford. And when the arrangement costs more than what it delivers, you've got a problem that compounds quickly.

The press release from ZoomInfo, published via Business Wire on August 3, 2026, makes clear that Drips had leaned on an outsourced sales agency for lead generation for some time. The problem wasn't that the agency was incompetent — it was that the incentives didn't align. Book meetings, get paid. Convert them into revenue? That's on the client. For Drips, this model simply didn't work.

Bringing Prospecting In-House with AI

So Drips made a call that probably sounded scary at first: bring prospecting back under its own roof. Instead of handing lead generation to an outside team, the company gave its own sales reps an AI assistant. This isn't some vague "use AI" directive. It's a specific, actionable system that does three things well:

First, it recommends which companies and contacts to pursue. This isn't about volume — it's about targeting the right prospects at the right time.

Second, it surfaces real-time buying signals. We're talking funding rounds, leadership changes, mergers, and new partnerships. These are the moments when a buyer is actually in motion, and they're exactly the signals that make outreach meaningful.

Third, it drafts first-touch outreach tailored to each prospect's specific problems. No more generic templates. No more spray-and-pray approaches. Just targeted, relevant messaging that speaks to what the prospect actually cares about.

The combination works because it addresses three things that matter: accurate contact data (so fewer messages reach the wrong person), real-time signals (flagging the right moment to reach out), and AI drafting (replacing the blank page with a working starting point).

For security & compliance professionals watching this shift, there's a parallel worth noting. Just as you wouldn't hand your entire compliance program to a third party without clear oversight, Drips realized that prospecting — especially for complex enterprise sales — needs to stay close to the people who actually understand the product and the customer.

The 700% Result: What It Actually Means

According to ZoomInfo, Drips' sales team now uses the platform 700% more than before. That's a big number, and it's worth understanding what it represents. This isn't just "they started using ZoomInfo." It's that the sales team actively chose the in-house, AI-assisted approach over the old outsourced one. That's a behavioral signal, not just a metric.

The outsourced agency that once booked non-converting meetings has been replaced by reps who own their prospecting from first touch. That ownership matters. When your team controls the entire motion — from identifying prospects to crafting outreach to following up — you get feedback loops that are faster and more accurate.

The 700% figure reflects reps choosing the in-house, AI-assisted motion over the old outsourced one, a clear sign the new approach fits the way the team works. This isn't about compliance checkboxes or audit trails. It's about building a system that actually works for the people using it.

What This Means for Other Teams

Drips continues to look for ways to make its revenue engine more efficient, with AI-assisted prospecting at the center of how its sellers find and reach buyers. The shift isn't a one-time project. It's a standing effort to give reps a faster, smarter starting point on every account.

For organizations evaluating their own sales operations, the lesson is straightforward: if your current prospecting motion doesn't feel like it's moving the needle, it probably isn't. And outsourcing that function entirely may feel like a shortcut, but it often becomes a long-term liability.

The key takeaway? AI-assisted prospecting isn't about replacing human judgment. It's about giving your team better data, better signals, and better tools to do what they already do — just more efficiently and with higher conversion rates.

a security & compliance analyst sees in drips

a security & compliance analyst sees in drips

More blogs