[Emerging Tech] Compounding Institutional Knowledge for Growth with Ian Karnell

Full Episode: [Emerging Tech] Compounding Institutional Knowledge for Growth With Ian Karnell

When I sat down with Ian J. Karnell , I expected a conversation about AI and marketing.

What I didn’t expect was to walk away thinking about learning speed as the next competitive moat in wealth management.

Ian is the founder and CEO of VastAdvisor , and early in the conversation he said something that lingered with me long after we stopped recording:

“Most advisors don’t actually have a growth strategy. They have referrals.”

It’s not criticism. It’s reality.

Referrals have built this industry. They’ve fueled trust, loyalty, and generational continuity. But as Ian pointed out, we’re in the middle of an $87 trillion wealth transfer. The next generation of investors behaves differently. They validate differently. They discover differently. They don’t necessarily respond to the same triggers their parents did.

That tension is where this entire conversation lived.

Compounding Institutional Knowledge for Growth

Every serious RIA has systematized investment management.

• Models
• Rebalancing systems
• Reporting infrastructure
• Risk frameworks.

But very few have systematized organic growth.

Instead, growth often lives in referrals, vendor relationships, purchased leads, agencies, and disconnected marketing efforts. It works, until it doesn’t. It’s effective but rarely compounding.

Ian described VastAdvisor not as a marketing tool, but as a growth operating system. When a firm enters its URL into the platform, a series of agents begins gathering institutional knowledge (e.g. website positioning, LinkedIn presence, Form ADV, competitive landscape, geographic focus, fee structure, niche specialization).

From there, the system generates ideal client profiles with depth. Not just AUM and income bands, but psychographics, motivators, pain points, and behavioral signals.

And then something subtle but powerful happens. Every marketing dollar becomes a learning event; a feedback loop.

AI With Governance

There’s a lot of excitement around agentic AI right now. Autonomous agents that can “run” on your behalf. But Ian was careful here.

In a regulated industry like wealth management, you cannot simply hand over the keys and hope for the best. He talked about observability, audit trails, drift mitigation, compliance embedded in workflows, not layered on at the end.

That struck me: AI without governance is risk. AI with governance becomes infrastructure.

There’s a difference between strapping AI onto an old system to go faster, and redesigning the system entirely around how intelligence compounds.

AI as a Team, Not a Tool

At one point, I shared something I’ve been wrestling with in my own company.

AI feels less like a tool and more like a team.

When you orchestrate multiple agents, introduce validation layers, assign fit scores, measure predictive accuracy, and allow humans to adjust thresholds and selections, you’re not just automating a task. You’re coordinating a digital workforce.

Ian agreed, and he framed it around learning speed.

In a world where everyone has access to the same large language models, the differentiator isn’t access to AI. It’s how fast you learn. It’s how effectively you capture institutional knowledge. It’s how consistently you compound insight from every action.

That idea has been sitting with me and growing.

From Rented Growth to Owned Growth

Ian used a phrase I liked: owning, not renting, your growth.

Buying leads. Outsourcing campaigns. Relying solely on referrals. Those approaches can work, but they rarely create durable learning inside the firm.

When growth is opaque, customer experience often starts misaligned. When growth is informed by deep understanding of who you serve and why they respond, the experience improves before the first conversation ever happens.

Better targeting leads to better conversations; better conversations lead to stronger relationships; stronger relationships lead to sustainable growth.

But the real shift is underneath that.

The firms that win in the next decade may not simply be the best marketers. They may be the fastest learners.

This conversation made me reflect on our own journey at Quik!. We have unique data. Unique workflows. Unique institutional knowledge. The opportunity isn’t just to use AI, it’s to compound what makes us different.

That’s a higher bar.

If you’re building a firm, or building technology for firms, it might be worth asking:

Are we just running campaigns, or are we building a system that learns?

There’s a big difference.

- Rich

Mentions:

• Ian J. Karnell
• VastAdvisor
• VastAssembly.ai
• PodBox
• Modern Financial Advisor Podcast
• Mike Langford
• Envestnet
• Dani Fava