Ron Hoyle has a short description of how most of his industry is handling artificial intelligence.
“A lot of big companies are spending real money to be able to say, ‘We have AI,’” says the President of Core Integrated Wealth. “Okay — what does it do? ‘We have AI.’ And that’s about where it stops. They don’t know the practical application of it.”
He isn’t being unkind about it. “It’s not their fault. This tool is very powerful. It’s very creative. It’s very smart.” The problem is that buying AI and using AI are different things, and most firms did the first one.
This is what the second one actually looks like — four months into a build at a Houston-area wealth management firm.
It is also a pilot. Core Integrated Wealth is an independently owned firm that conducts its securities business through J.W. Cole Financial, a broker-dealer supporting a national network of independent practices. Every one of those practices will eventually face the questions Core IW is working through now. Core IW volunteered to go first.
The problem, stated plainly
Hoyle had wanted this for a long time before he went looking for anyone to build it.
“I’ve known I needed it for years,” he says. “All the labor-intensive time it takes to make sure the i’s are dotted, the t’s are crossed, every process is followed — that occupies a lot of brain space. You’re constantly checking that every little step was taken and nothing was forgotten.”
Then the line that defines the whole project:
“If we have something that can come alongside us, work with us, and remind us of those things, it occupies less brain space — and we can spend more time on the creative part of our business.”
Note what he’s describing. Not hours — attention. In a planning practice, the cost of remembering every step of every process isn’t measured on a timesheet. It’s measured in the mental room left over for the work that actually requires a person.
He’s also precise about which work he wants a machine anywhere near. “So much of the day-to-day work is important and has to get done — but it has no contact with the client, and no contact with the end result the client is looking for,” he says. “It has everything to do with the stuff in the middle.”
The stuff in the middle became the scope of the engagement.
Discovery: talking to everybody
Core IW engaged MCIT in June 2026 to deploy Claude across the firm. The work started where these engagements always should and often don’t — with the people who do the work.
Before a single tool was switched on, Hoyle introduced the concept to his team himself. Then MCIT interviewed them: how each person actually works, what slows them down, which steps exist only in someone’s head. In a workflow-mapping session, the team scored their own tasks on three things — how often each one comes up, how much time it eats, and how much it frustrates the person doing it. The jobs that rate high on all three are where the work starts.
For Hoyle, that sequencing wasn’t a nicety. It was the reason he picked MCIT in the first place.
“I was able to talk at my normal rate — about a hundred miles an hour — and say, here’s everything I’m trying to get done. Is it possible?” he says. “And you actually listened. You said yes, all of it is possible, and here’s why. Then you backed it up and took me point by point through everything I’d asked. I knew you were listening, and I knew you already had answers.”
What he says he didn’t get was the usual posture: “It wasn’t a canned answer — ‘we have all the answers, we’re smarter than you, we know how to do this better than you, so just do what we tell you to do.’ It was a collaborative process.”
“It’s a process we’re doing together. You have to get involved in our company, we have to get involved in yours, and we have to do this as a team — because you’re trying to build the exact thing we’re looking for. I don’t know how you could do what you do any other way.”
Foundation: the policy came before the tools
The first deliverable of the build was not software. It was governance.
Core IW now has an AI Acceptable Use Policy, an inventory of which tools are approved for which work, and a classification of the firm’s own information into tiers — with the most sensitive tier walled off from AI entirely until there is documented approval to move it. In a business regulated by FINRA and the SEC, that order isn’t caution for its own sake; it’s the only sequence that lets everything after it proceed without asking forgiveness.
Why the broker-dealer is in the room
Core Integrated Wealth owns its own business. But like every independent practice, it conducts its securities business through a broker-dealer, and that broker-dealer supervises the work. Which makes an AI deployment at one firm everybody’s question. What data can it touch? Who reviews the output? What has to be approved, by whom, before anything goes live?
Rather than work around those questions, the engagement put them at the center. J.W. Cole has been involved from the start — reviewing the governance work, and approving a supervised test that defines exactly what the firm’s AI may handle, who may operate it, and for how long. Nothing was assumed and nothing was retrofitted.
For Hoyle, being first was part of the appeal.
“We’re going to learn some things doing this — working with the compliance team, working through the details. All of that smooths the process out for whoever goes next.”
Building the brain
The second deliverable was harder to see and more valuable to have.
Like most firms that have grown through mergers and acquisitions, Core IW’s knowledge lived in a lot of places at once — network drives, folders, and a few people’s heads. The team pulled together an internal archive of more than three hundred files. MCIT audited every one: sorted them by department, converted them into a format an AI can actually read, and assembled 226 firm procedures into a single structured system describing how the firm works, what it offers, how it sounds, and what it will never do. Six departments, the firm’s tools, its voice, its compliance rules — one place.
Along the way, files that shouldn’t be anywhere near an AI system — personal information, anything client-identifying — were pulled out and handed back to the firm rather than absorbed. The system Core IW’s team works with today contains no client data. That wasn’t a promise made afterward; it was a construction requirement from the start.
The harder material is the knowledge that was never written down at all. Core IW’s own client process — a sequence of meetings the firm has run for years — appeared in none of the 226 documents. It existed entirely in Hoyle’s head. So did decades of judgment held by the firm’s longest-tenured staff, some of them within sight of retirement.
That, for Hoyle, is the part worth protecting.
“That mental equity is the one thing you can’t replace, and in a business like ours it’s invaluable. I want to capture it.”
Capturing it is now a working part of the engagement — structured conversations that turn what people know into something the firm keeps.
The result nobody planned for
Months before any workflow goes live, the build has already produced something Core IW didn’t budget for.
“Just going through this process with you is spurring conversations we’d only half had — some in depth, some not at all,” Hoyle says. “It’s really helping us reconnect on a common goal.”
Documenting how a firm works turns out to require the firm to agree on how it works. The interviews, the workflow mapping, the questions nobody had asked out loud — all of it forced conversations that had been deferred for years.
“We’ve always had great communication, and it’s flowing even better now,” he says. “We’re brainstorming more, on topics everybody’s excited about.”
What’s running now
Core IW’s first AI employee is live: a market intelligence function that researches the firm’s market and competitors and reports back, work the team previously didn’t have the hours to do. Its first briefing landed in September.
The firm’s operating system is moving onto its own secured platform, split deliberately — the brain itself read-only, with a separate space for what the AI produces, so the reference material can’t drift.
And the supervised test approved with J.W. Cole is underway — a defined scope, a named operator, a fixed window, firm sign-off. It is the piece that determines how far the firm’s AI can be trusted, and it is being run as a test rather than a launch for exactly that reason.
The line the firm won’t cross
Hoyle hears the fear in his industry and doesn’t share it.
“So many people in the financial world say they’re afraid of AI taking their job. I don’t think that’s possible,” he says. “This is a human relationship business.”
He’s specific about the boundary. “As much as I like AI, as brilliant as it is — I don’t want it answering the phone. I don’t want it talking to a client. I don’t want somebody sitting there frustrated, talking to a computer.”
What he does want is everything around that conversation. “I want it to monitor our systems, watch the markets, bring us updates and alerts, and keep an eye on what’s going on in the world around us — the things we don’t always have time for, because we’re busy sitting down with clients.”
Then the statement that could serve as the firm’s entire AI policy:
“Our primary focus — and our responsibility — is the client and the human-to-human relationship. We want technology to handle the busy work, so we can focus on the client experience.”
Where it goes next
None of this is a finish line. The brain gets deeper, the first workflows come out of the backlog the team built themselves, and the firm keeps widening what its AI is trusted with — one documented approval at a time.
And because this is a pilot, what Core IW learns here is built to travel. The policy language, the data tiers, the supervised-test structure, the order of operations — all of it was written to be repeatable at the next firm, and the one after that. If it works here, the harder part is already done for everyone who follows.
It’s a foundation, which is a less exciting word and a more important thing. The firms that get real value out of this technology over the next few years won’t be the ones that bought it first. They’ll be the ones that built somewhere solid to put it.
Core Integrated Wealth decided to be one of those.
Core Integrated Wealth, Inc. worked with MCIT on this deployment. Securities offered through J.W. Cole Financial, Inc. (member FINRA/SIPC); advisory services offered through J.W. Cole Advisors, Inc. Core Integrated Wealth, Inc. and JWC/JWCA are unaffiliated entities.
