1 Tell us about yourself and your role at Eton Solutions.
I’m the Chief Information Officer at Eton Solutions, and I’ve been working in AI for about 40 years. To be honest, about 36 of those years were what we call the AI winters—lots of promise but very little real-world adoption. The advantage of living through those cycles is that you learn what actually works in enterprise environments and what doesn’t. Today we’re finally at the point where AI can move from experimentation to operational impact.
2 Tell us about Eton Solutions and its offering in this space.
Wealth management historically lacked a true enterprise operating platform. Eton Solutions was founded in 2015 with a clear mission: to build the ERP for wealth management. Today, a decade later, we manage over $1.4 trillion in assets on platform, covering investment accounting, partnership accounting, tax, and trust — the full operational backbone of a modern family office.
At the core is AtlasFive, our System of Record. That’s critical because in wealth management, trust and auditability are non-negotiable. AtlasFive®provides the single source of fiduciary-grade truth — deterministic, governed, and reliable.
In 2020, we introduced AI through machine learning and expert systems. In early 2023, we expanded into generative AI with EtonAI™. But we didn’t just add AI — we built a System of Action that focuses on delivering business outcomes. If AtlasFive® is the institutional memory, EtonAI™ is the operational brain. It turns trusted data into decisions, workflows, and insight. AI without a system of record is guesswork. Anchored to fiduciary data, it becomes transformative.
That’s the journey: from system of record to intelligent system of action — and now toward an AI-native operating model.
3 What types of clients do you work with and target?
We started with family offices, which remain our core segment. As the platform matured, we expanded to adjacent segments that face similar operational complexity—wealth owners, business managers, trust companies, and private equity firms. We’ve grown so we can handle clients from $25 million to multi-billion-dollar family enterprises.
4 What components make up the EtonAI™ solution?
EtonAI™ is anchored by two core components: the Co-Pilot and Agentic automation. The Co-Pilot is the conversational interface—users simply ask it to execute tasks, whether that’s updating a beneficiary or running a query. It interprets, acts in AtlasFive®or connected systems, and returns results—streamlining human decision- making.
The Agentic layer is a suite of autonomous agents. They handle repeatable workflows—retrieving fund documents, classifying transactions, and routing them downstream—operating independently but within strict governance. Together, the Co-Pilot enables guided action; the agents deliver scalable execution.
The key shift is that AI is no longer just an interface — it is becoming an execution layer that can complete operational work across systems.
5 What problems were you trying to solve when you founded EtonAI™?
AtlasFive® is a powerful system of record — it processes investment, accounting, tax, and trust data with fiduciary precision. But even the best system of record doesn’t complete the work. It stores truth; it doesn’t reason.
EtonAI™ was built to close that gap. It is an AI reasoning and decisioning engine layered on top of AtlasFive®that doesn’t just surface data — it executes workflows and delivers outcomes. Reconciliations, allocations, validations, approvals — the operational heavy lifting.
For clients, this is critical because scale in wealth management doesn’t break at the ledger — it breaks in the human bottleneck. Month-end close, capital call processing, transaction validation — these are judgement-heavy, repetitive processes that consume hundreds of hours and create operational risk.
That’s where our Maker–Checker–Learner model becomes strategic.
The AI acts as the Maker — drafting, classifying, preparing. The human remains the Checker — providing fiduciary oversight and approval. And the Learner captures every correction and edge case, reinforcing it back into the system.
Over time, the platform adapts. It gets smarter with each exception, each allocation nuance, each entity structure. That means fewer repeat errors, less rework, and compounding efficiency gains.
This model mirrors the governance structures that already exist in financial institutions — separation of duties, review, and continuous learning.
For customers, this isn’t just automation. It’s adaptive operational intelligence — scale without sacrificing governance.
6 What are the key characteristics and benefits of EtonAI™?
First: productivity.
We typically deliver a 30% improvement at minimum, and in some workflows —
like approvals or document processing — we’ve seen 8x gains. Tasks that took two
hours now take five minutes. Month-end close and mark-to-market are prime examples. The point isn’t incremental efficiency — it’s step-change acceleration. AI
changes the economics of operations. Work that previously required teams can now
be executed as intelligent workflows.
Second: decision quality.
EtonAI™ doesn’t just speed up approvals; it enriches them. A capital call decision, for example, can be evaluated against commitments, historical allocations, fund performance, liquidity positions, and contractual terms — instantly. Instead of acting on one or two data points, clients act on full-context intelligence. Faster decisions — and better ones.
Third: expansion of capability.
We call it eliminating the “embarrassment tax.” AI gives teams the ability to interrogate tax filings, partnership structures, or performance drivers before speaking to external advisers. You’re not replacing experts — you’re showing up to the conversation informed. That elevates the quality of governance across the organization.
So the impact is clear:
More output. Better judgement. Broader capability.
All without adding headcount.
7 What key lesson have you learned from your deployments in AI in recent years?
The key lesson is that enterprise AI deals in probabilities, not absolutes. If the AI is 85% correct, that’s powerful—but only if you know exactly which 15% needs human correction. The process must be built so that every decision point is transparent and auditable—you know what the AI got right, and exactly where a human steps in.
That’s why enterprise AI isn’t like a B2C chatbot. Chatbots offer answers, but enterprise AI must deliver governed outcomes. EtonAI™ was built for B2B: every step is explainable, auditable, and scalable. We learned that success comes from combining AI’s speed with human judgement at the right moments. In short: AI doesn’t replace governance—it makes it scalable and smarter every step of the way.
Enterprise AI is not about perfect answers — it’s about governed outcomes.
8 What’s next on the roadmap for Eton Solutions?
We are currently rolling out EtonAI 2.0, which focuses on delivering a much broader range of completed operational outcomes, not just assisting with individual tasks. The industry is moving from systems that record activity to systems that complete work autonomously.
Historically, our AI capabilities were concentrated within AtlasFive, helping automate activities such as document processing, data extraction, and transaction handling. The next phase expands this capability so that EtonAI™ can coordinate work across the different systems family offices rely on — investment platforms, CRM systems, document repositories, and external data sources.
The goal is to move from AI that helps people do tasks to AI that completes entire operational jobs. For example, preparing daily data updates, assembling reports, reconciling transactions, organizing documents, or supporting the month-end close process.
As we increase the number of these automated outcomes, operations teams spend less time on manual coordination and exception handling. Instead, they can focus on oversight, decision-making, and governance — ensuring accuracy, reviewing exceptions, and managing the increasingly complex financial environments that family offices operate in.
In short, the roadmap is about delivering more operational outcomes through AI, while enabling people to concentrate on higher-level activities that require judgment, control, and accountability.
9 What trends do you see shaping the wealth management sector and how is Eton Solutions supporting them?
For decades, competitive advantage in wealth management came from owning proprietary data. Today, most firms have access to similar data sources. The real value has shifted to the ability to orchestrate that data using AI, particularly in a world that is becoming more politically and economically fragmented, where resilience is increasingly augmenting—and in some cases replacing—pure efficiency as the operating priority.
One of the most important shifts is the move from simple AI assistants to agentic AI operating models. Earlier systems summarized information; today AI can coordinate and complete multi-step operational workflows—such as data aggregation, reconciliation, reporting, and document processing. At Eton Solutions, EtonAI™ acts as an operational intelligence layer, completing work across the family office rather than simply assisting with individual tasks.
Another major trend is the emergence of a “unified client brain.” Wealth managers are building consolidated views of clients across investments, entities, documents, and life events to deliver personalized service at scale. AtlasFive® combined with EtonAI™ brings operational data, documents, and workflows into a unified environment where intelligence can be applied consistently across the entire client relationship.
At the same time, AI is not replacing advisors—it is amplifying them. By automating a significant portion of administrative work, often 30–40 percent of operational activity, AI allows professionals to focus on governance, strategic decisions, and client relationships, particularly in complex multi-generational families.
Overlaying all of this is a more complex global political and regulatory environment, with cross-border tax regimes, geopolitical fragmentation, and divergent rules around AI and digital assets. As wealth becomes more mobile, firms need systems that can manage complexity while maintaining transparency and compliance.
This is where AtlasFive and EtonAI™ come together: AtlasFive® provides the operational system of record, while EtonAI™ provides the intelligence layer that helps manage workflows and decisions across that environment.
Ultimately, success in modern wealth management will be defined less by who owns the most data and more by who can manage complexity with the greatest transparency and trust.
