In my conversation with entrepreneur Vadim Rogovskiy, it became clear that many small and midsize businesses are focused on the wrong problem. We tend to obsess over generating more leads and scaling outreach, but Vadim’s experience shows that the real growth opportunity often lies in “dormant” leads, buried in inboxes, spreadsheets, notes, and underused CRMs.
Coming from an acquisition-driven background, Vadim has bought legacy software companies in fragmented markets, including a 20-year-old event tech firm. After speaking with hundreds of small business owners, he saw a consistent pattern: these companies weren’t starved for interest. They grew through inbound, referrals, and long-term relationships. The real issue was that less than half of their leads ever made it into a CRM, and follow-up was inconsistent or forgotten.
That insight led to Eve, which Vadim calls the “revenue brain” of a small business. Eve is built for project-based service organizations: agencies, consultancies, professional services, event tech providers, all of which are in constant sales motion with limited recurring revenue. They finish a project, then need to recognize and act on the next buying signal from every customer or prospect.
Eve connects to the tools teams already use, ingests unstructured internal data from email and other systems, and layers on external signals like LinkedIn updates, job changes, funding announcements, and press releases. By combining internal history with external triggers, Eve can recommend not just when to reach out, but how, with context that makes the outreach feel timely and relevant.
We contrasted this with the DIY agents many of us build using tools like Claude Code or Claude Cowork. I’ve experimented with setups that scan inboxes, summarize follow-ups, and draft outreach, and Vadim has too. But he emphasized how reactive and fragile these systems can be: they require constant supervision, prompt-tweaking, and rarely function as reliable, proactive agents. Eve, by contrast, has been iterated with data from more than 50 businesses, giving it a stronger foundation in real-world conversion patterns and sales motions.
One theme that stood out for me was Vadim’s belief that software must evolve from “tool” to “AI employee.” The future, in his view, isn’t another complex dashboard; it’s an ambient assistant embedded where teams already work (Slack, email, and other collaboration environments) surfacing insights at the right moment and reducing friction, rather than adding yet another interface.
On the go-to-market side, Vadim sees in-person events as an underrated channel that delivers high-quality engagement, especially when paired with hyper-personalized LinkedIn outreach and partner webinars. He’s particularly focused on private equity firms and serial acquirers who can deploy Eve across entire portfolios, turning one relationship into many.
For marketers and sales leaders, the takeaway is straightforward: the performance gap between teams that adopt AI thoughtfully and those that don’t is widening quickly. Implementing AI agents isn’t a one-hour task, but for growth-minded SMBs, now is the time to start building your own “revenue brain,” or align with builders like Vadim who are already ahead of the curve.
Discussion points include:
- Why many SMBs have a lead conversion, not lead generation, problem
- How Eve acts as an AI “revenue brain” on top of email, CRM, and external data
- Turning dormant contacts and event leads into timely, contextual outreach
- Kevin’s Didit-style, signal-driven approach versus volume-based outreach
- The limits of DIY AI agents versus systems trained across 50+ businesses
- Using AI to power post-event follow-up and portfolio-wide RevOps
- The shift from “software tools” to always-on AI employees embedded in workflows