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Farther & The AI-Powered Advisor Workflow
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Farther & The AI-Powered Advisor Workflow

Taylor Matthews, Co-founder and CEO at Farther, recently sat down with Fei Han of the MIT Sloan Club of New York for their 2026 Outlook Series.

In a wide-ranging conversation, Taylor (MIT Sloan MBA '13) reflects on the "tech debt" that still plagues legacy financial institutions and shares how Farther is building the future wealth management. From automating the friction out of account openings to the "boring but critical" foundations of cybersecurity and compliance, Taylor outlines the roadmap for what it takes to win and scale in the modern WealthTech landscape. Read on for the full interview. 

Having built both inside and around the wealth ecosystem, what was the earliest “this is the real bottleneck” insight that convinced you the advisor platform experience needed to be rebuilt?

Prior to MIT, I worked at a big financial institution and saw firsthand how challenging tech debt can be. As an extreme example, a huge project was scuttled per nervousness around code written in Fortran (before I was born). Post-MIT, while working at a startup, I saw a similar pattern, in which interfaces with those same systems added a huge transactional workload to financial advisors. But I didn't see anyone else tackling what I saw as the root of the problem. I started Farther to return time, deliver better experiences, and provide better outcomes to financial advisors and their clients by tackling this issue I'd now experienced from both sides, over the better part of a decade.

What inspired you to start Farther, and why did you believe the industry needed a modern wealth management firm built on new technology?

I saw the same challenge facing financial advisors of all stripes - from those working at big banks to those who'd hung their own shingle. They were all frustrated by the time wasted on low-value transactional tasks that, while essential, did not improve client outcomes. As I moved through the process of telling my story to anyone who'd listen, a business school classmate (also my wedding officiant) introduced me to her former colleague and fellow Sloanie, Brad Genser, who'd experienced these pain points at Goldman Sachs. We thought we could combine my efficiency insights with Brad's expertise engineering growth solutions for financial advisors in order to build a modern wealth management firm from the ground up, on 2020s technology rails.

With growth-stage capital comes the temptation to broaden scope, what is the single operating principle you’ve been most deliberate about protecting as Farther scales?

It might sound surprising, but we've used the same company roadmap, with only minor alterations, since 2021. That roadmap follows from the singular company goal to build the best wealth management platform for advisors and their clients. We repeatedly ask whether our choices bring us closer to that ideal, to help the team retain focus. Nevertheless, there are many choices to make that lead to a better platform. Ruthless prioritization of what next to build or invest in brings us closer to that goal, faster.

Account opening and transfers are still a major source of friction in the industry. What part of the onboarding/transfer journey remains most failure-prone, and what have you done differently to reduce exceptions?

It's astounding that opening accounts and moving cash or assets from one place to another is still one of the most time-intensive aspects in the industry. Part of the challenge is that traditional platforms don't make APIs available to partners for many permutations of account opening or transfer type. This leads to manual, error-prone paper- or PDF-based processes. Farther automates much of this process via our own systems to circumvent the limits of other platforms. That's a core principle that we follow: if we can improve the process by insourcing the hard work of the Wealth Management industry, then we can uniquely create value for our clients.

Looking ahead to 2026, where do you see AI delivering the most durable advantage in wealth: front office (prospecting/proposals), middle office (ops/compliance), or portfolio construction - and why?

We see opportunities in all three areas, and more. Farther empowers advisors and clients with AI-driven tools that surface "next-best-action" opportunities -- from cash management and investment, to estate planning and tax optimization. For example, we offer tax optimization overlays that aim to provide clients with better after-tax returns from tax loss harvesting and asset location. That starts with proposal generation, where we use AI to extract data from client statements, suggest asset allocation, and build a plan to move into a target portfolio while minimizing tax consequences (back office). We then take that same data and use AI to populate account opening documents and send those out to clients (middle office). The process culminates with AI reviewing and (potentially) flagging automated trade proposals for rebalancing the portfolio each day (back office). This orchestration between front and back office repeats across just about everything we do for clients, helping us get closer to the ideal state where everything sits in one place; and it all just works.

Given fee pressure and rising expectations, what does the “winning” wealth firm look like in 2026: distribution-heavy, tech-heavy, planning-heavy, or service-heavy?

I think winning wealth firms will offer clients more than they've historically received. Only 22% of firms offer clients access to alternative assets, 18% offer any direct indexing solutions at all, and only a handful offer mathematically optimal tax-loss harvesting. Plus, just 7% offer family office services such as estate planning, tax advisory, and other high-touch services. Winning firms will offer all of this and more to their clients, and they'll do it without increasing fees. That will make it harder for smaller firms to compete, since they don't have the resources to invest in these areas, nor the technology required to keep up. But big firms aren't immune either. Many will struggle to reorient their service models to accommodate rising expectations from a more educated client base, while also balancing the cost-cutting demands of private-equity backed owners.

For founders building WealthTech products, what is one “boring but critical” capability you’d insist they get right early (data hygiene, reconciliation, compliance workflows, customer support) because it quietly determines whether they can scale?

The most important thing to remember is that financial services are regulated for a reason. Anyone building in this space has a responsibility to remember that those dollars and cents on a screen represent the accumulated labor of a lifetime for real people. The MVP in this space is held to a much higher standard than elsewhere. Enterprise grade data integrity, cyber security, and compliance must be in place day one, and processes to reinforce a security mindset must be constantly revisited as you scale. Wealth is a trust-based business. And the one thing you can do to guarantee failure is to break that trust.

FinTech Spotlight is a quarterly, practitioner-led series from the MIT Sloan Club of New York featuring alumni building financial technology across markets and disciplines. Fei Han leads the Club's FinTech programming and curates its spotlight initiatives. 

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Important Disclosures

This document is for informational purposes only. It is educational in nature and not designed to be taken as advice or a recommendation for any specific investment product, strategy, plan feature or other purpose in any jurisdiction, nor is it a commitment from Farther Financial Advisors, LLC or any of its subsidiaries or related entities to participate in any of the transactions mentioned herein. All sources of information used are deemed reliable and accurate at the time of printing. Advisory services are provided by Farther Finance Advisors LLC, an SEC-registered investment advisor. Investing in securities involves risk, including the potential loss of principal. Before investing, consider your investment objectives, as well as Farther Finance Advisors LLC’s fees and expenses. Farther Finance Advisors, LLC does not provide tax or legal advice; please consult your tax and legal professionals for guidance on these matters.