Episode summary
From Franken-Stacks to AI Agents: The Annual WealthTech Outlook with Davis Janowski
Summary
AI notetakers were the clearest operational shift in wealth management this year, according to Davis Janowski. He said they are freeing advisers from manual meeting notes, speeding up prep and follow-up, and letting junior staff spend more time on client work instead of clerical tasks. But he argued the bigger change ahead is agentic AI, not generative AI alone: platforms are starting to rebuild around AI operating systems that can connect workflows across the stack.
Janowski was skeptical that AI will quickly eliminate junior roles or produce a full replacement for human advisers. He expects firms to keep humans in the loop for review, judgment and client trust, while younger staff take on different responsibilities and more AI oversight. On the stack debate, he did not see the death of the Franken-stack, saying data fragmentation and generational preferences will keep a mixed vendor landscape alive for several years.
He was most concerned about cybersecurity and underprepared firms. Deepfakes, voice cloning and other AI-enabled threats are rising faster than regulation, and he expects major breaches to force action. He also pointed to niche tools in lead gen, succession planning, insurance and elder-care support as the most promising area for new growth in 2026.
Key takeaways
- Davis Janowski said AI notetakers have already changed advisor workflows by cutting meeting prep and follow-up time.
- Janowski expects agentic AI and AI operating systems to be the next major platform shift, but he thinks broad adoption will take another two years or so.
- He said data fragmentation remains the biggest blocker to AI adoption, even as firms’ tech budgets rise 15% year over year.
- Janowski argued that firms still need junior talent, but the role will shift toward AI oversight and client-facing work rather than note taking.
- He said cybersecurity is underpriced and that major breaches will probably be needed before regulators force meaningful change.
- He sees the most exciting growth in niche tools, especially lead gen, succession planning, and insurance-related software.
Notable quotes
“I don't think we're to that point yet”
“I think enough advisers kind of have I think it's partly a generational thing”
“I think the industry is still sleeping on a lot of the threats”
How the episode opens
You provide clients peace of mind, but who delivers it for you? PAVE enables advisers to seamlessly generate bespoke investment strategies and automate ongoing portfolio management and trading. Save up to 18 hours each week and feel secure with PAVE.
Welcome to the Wellstack podcast. I'm your host, Shannon Ross, director of WellStack Content Solutions. It's officially January 2026.
The holiday fog is lifted and we are kicking off a brand new season of the podcast. The only way we know how with our annual tech outlook. And look, if 2025 was the year we stopped talking about AI and started implementing it, 2026 is shaping up to be the year we finally find out if it actually pays the rent.
So, to help me separate the signal from the noise, I'm joined by a man who has tested more fintech software than most people have probably had. at Hot Meals. He is the senior technology editor and research analyst at wealthmanagement.com and the industry's official hype inspector.
Davis Janowski. Davis, welcome back to the kickoff seat.
Thank you, Shannon. It's a it's an honor to be back yet again.
This is crazy that we are in now year three of doing these kind of tech outlooks. So, thank you for enduring and dealing with me for the last couple years, but I genuinely look forward to starting every year with these particular episodes. And look, I usually start episodes with this question with, you know, what makes Davis well Davis personally and professionally, but you've already answered that over the years, um, especially over three years now.
So, instead, I'm going to ask you, what has you excited in terms of tech this new year? And look, any personal goals for you? Change it up a little bit.
From the episode’s captions: roughly the first two minutes, lightly cleaned. Keep watching on YouTube →
Topics
- ai notetakers
- agentic ai
- data fragmentation
- cybersecurity risks
- advisor workflows
Companies and tickers mentioned
- Wealthfront
- FeeX
- Pontera
- Forrester Research
- InvestmentNews
- PC Magazine
- The New York Times
- Manhattan Kayak Company
Watch the episode
Summary, takeaways and quote selection by Octagon. Quotes are short excerpts; the full conversation is in the episode.
More from WealthManagement.com
-
The WealthStack Podcast: AI, Video and the New Rules of Client Engagement with David Moricca -
401(k) Real Talk Episode 216: November 11, 2026 -
The Planning Opportunities Hidden in High-Net-Worth Conversations -
Wealth Management Invest: Expanding Access to Private Markets with Blackstone’s Farhad Karim -
401(k) Real Talk Episode 215: November 4, 2026 -
How Advisors Can Use AI Without Losing the Human Relationship with Rron Rexha
WealthManagement.com, this episode and its artwork belong to their owners. Octagon is not affiliated with the show; this page is an independent summary.
