Vestmark, Hamachi push AI further for advisor portfolio intelligence

Vestmark, Hamachi push AI further for advisor portfolio intelligence
Hamachi's new model portfolio partnership and an industry-first solution from Vestmark join the growing wave of AI tools for wealth managers.
MAY 14, 2026

The AI tools race continued to heat up this week, with two updates from Hamachi and Vestmark marking another step forward for advisors overseeing client portfolios at scale.

Vestmark, which manages more than $2 trillion in assets across some of the country's largest wealth management firms, introduced Pulse, which it described as a continuous background monitoring system for client portfolios.

Separately, AI-powered wealth intelligence platform Hamachi announced a partnership with custom model portfolio provider Modelist, embedding investment insights directly into advisor workflows through purpose-built AI bots trained on Modelist's proprietary portfolios and market outlook.

Closing the gap between insight and action

According to Vestmark, Pulse scans portfolio positions, SEC filings, market developments, and client relationship data to flag when action is needed and deliver a suggested response that can be executed within the Vestmark platform in a single click.

That last action step, the firm says, sets it apart from other tools that stop at surfacing information from portfolios – think the Expert Insights tool Vanguard launched earlier this year, or the auto commentary tool on BlackRock's Alladin Wealth platform.

When a client's portfolio breaches a concentration limit, a tax-loss harvesting opportunity opens or a market event touches a specific holding, Pulse generates a contextualized alert that's cross-referenced against their preferences, restrictions and history, and surfaces a suggested next step ready for review and one-click execution.

"The opportunity for AI in wealth management is not to generate more information," said Freedom Dumlao, Vestmark's chief AI officer and chief technology officer. "Advisors already have more information than they can act on. The real opportunity is to close the gap between knowing what matters and doing something about it."

Pulse includes a morning briefing that prioritizes overnight market movements and flags planning deadlines; meeting prep tools that pull client allocation data and suggested talking points; and proactive outreach workflows that identify clients affected by market events and generate advisor-ready messaging. and a compliance function that screens trade suggestions against investment policy statements and regulatory requirements before execution. Across those functions, advisors are kept in the loop and have the final say on actions.

According to CEO Karl Roessner, Vestmark's two-decade investment in underlying infrastructure – including the positions, restrictions and tax-lot data that powers its platform – lets Pulse contextualize suggestions in ways standalone AI tools cannot easily replicate, he said.

Embedding investment intelligence at the point of need

The Hamachi–Modelist integration takes a different but complementary approach. Rather than monitoring live portfolios for action triggers, it focuses on the moment an advisor needs to explain or defend a portfolio decision – in a client meeting, ahead of a review, or when a market question demands a quick and credible answer.

Through the integration, users of the Hamachi platform get direct access to Modelist's custom model portfolio insights via AI bots. Modelist, for its part, will make bring Hamachi to its RIA clients, while launching AI bots trained on its model portfolios and investment approach. 

"For advisors, the challenge is [turning] information into clear, timely insight they can use with clients," said Mike Wilson, co-founder and chief executive of Hamachi. "By partnering with Modelist, we are embedding high-quality portfolio intelligence directly into the advisor workflow, enabling faster decisions, stronger conversations and a more scalable way to deliver investment expertise."

For Joe Mallen, chief executive of Modelist, the integration "brings our investment thinking to life [while] helping advisors engage more deeply with the portfolios they use and communicate that value more effectively to clients."

A trend with growing momentum

The two announcements arrive against a backdrop of accelerating AI adoption across the wealth management industry. Around the same time as Vanguard's Expert Insights launch, entrepreneur Anthony Pompliano's startup CFO Silvia drew attention for its ambition to aggregate client assets across brokerage, crypto, real estate and alternative holdings into a single AI-driven view.

Despite all that's been said about the potential of general AI platforms to guide investment decisions, the ability to drive more personal and contextually targeted answers within portfolios helps create a moat for fintechs and the wealth firms that use them . 

“You could ask ChatGPT or Anthropic, what the new tariffs mean for financial markets, and they will tell you on a broad-based standpoint, what tariffs potentially mean for the market," Pompliano told InvestmentNews in February. "What they can't tell you is, what does it mean for your personal portfolio? Silvia can give you personalized insight to your portfolio, she will go asset by asset, and explain it to you.”

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