Wealth.com’s Tim White Talks AI Accuracy and Giving Advisors Better Tools

Advisors are running more software than ever, and it doesn’t always agree with itself. Tim White, co-founder and chief growth officer at Wealth.com, built the company’s AI on deterministic systems so the same question returns the same answer. We sat down with Tim at Future Proof Festival 2026 to talk determinism, clean data, and the case for arming advisors rather than replacing them.

The Daily Upside: AI tools are multiplying. What separates a tool that serves advisors from one that actually changes the wealth management equation?

We went to market with our own AI, Ester, several years ago, before generative AI went mainstream. Our background came from machine learning and AI. What we were able to do with our technology was read existing plans, take that workload and build efficiencies for these firms and these advisors. What we’ve seen over the last several years, especially with these FutureProof events, is there are so many awesome technologies coming out. The big thing is this. We need to understand exactly the day-to-day of advisors. You need to sit with the firms, you need to sit with the advisors, understand their problem statements and come to them with solutions. The firms we work with, and today we partner with over 2,600, are really pushing the innovation of Wealth.com.

The Daily Upside: You’re known for the work you do in estate and tax planning. Where are you taking the platform from here?

We just completed our Series B, and how we’re deploying our dollars is a real focus on engineering, AI and design. We have a very rigorous roadmap, but we always like to say we did not buy estateplanning.com, we bought Wealth.com. There are some areas we’re really excited about, but we don’t want to let the cat out of the bag, because those are areas we will be heading very soon here. We’re teeing up to launch them at our own event in January.

The Daily Upside: AI can be confidently wrong. How do you handle that in a category where being wrong is expensive?

Everyone has access to their own LLMs. Ask the same question three times, you’re going to get three different answers. What is unique about Wealth.com, especially in estate planning and tax, is how we built out these sophisticated deterministic systems. They are in place to make sure that accuracy is there. So when you ask that question the first time, the second time, the third time, you’re getting the same accurate answer. That’s what’s been really important for us in building the brand, because there’s been so much incredible word of mouth, and that’s been a big driver in our marketing. Accuracy is everything. We live and breathe it, and it’s a pillar of our company.

The Daily Upside: How much does a firm’s data infrastructure determine what it can get out of these tools?

Data is incredibly important, and clean, actionable data. It’s a layered approach, from how you are managing your data lakes all the way to the systems and partners that you have, that they’re interconnected and that they’re talking with each other. That’s an important piece. One thing we do pride ourselves on is those partnership relationships. We are not only an application solution, but we really put a lot of energy behind our APIs and the relationships we’ve built within this ecosystem. You have to have these systems talking to each other, because if you have one system saying this and another system saying the opposite, that client conversation is going to get really awkward really fast.

The Daily Upside: Where does AI actually earn its place in an advisor’s day?

I absolutely love it. It builds efficiency, allows them to serve their clients at scale, but also with better outcomes. I think about it a lot with healthcare today. What AI is doing in healthcare, being able to source cancer or disease early on and giving those tools to doctors and physicians, that’s the same way I look at advisors. We’re not replacing advisors. That relationship is too important, but let’s give you the tools to be a superhero.

The Daily Upside: Some voices in the industry say AI will replace advisors eventually. You don’t buy it.

I am betting against that. We believe that client relationship is too critical. I’ve lived through life, you’ve lived through life, and that personal relationship and that trust, you’re never going to replace that. It is such a core part of that family dynamic. I’m a big believer that advisors are only going to be able to do more in this new era.

The Daily Upside: If we sit down a year from now, how will the advisor’s world have changed?

I think it’s going to be all about connectivity. That’s going to be the true unlock. You’re going to see a lot of different players rise to the top, and there’s some consolidation with some of the technologies you’re seeing today. Being a part of that best-in-class ecosystem is going to be a big part of what you see over the next several years.