When Focus Financial Partners decided it needed an AI backbone for its sprawling network of wealth management firms, the company weighed building the technology in-house against buying from the crowded field of enterprise software vendors. In October, Focus chose a third path: a ten-month-old startup run by former Revolut executives that had barely finished raising its Series A.
The deal brought more than $500 billion in advised assets onto Nevis, an AI platform designed to automate the unglamorous work that consumes advisors' days. For Nevis, the partnership represented a dramatic scaling moment. The startup went from managing $50 billion in platform assets to $700 billion throughout 2026, according to Focus's October 15 press release.
Focus operates as a partnership platform for independent wealth management firms and employs more than 6,300 people. The company said Nevis would serve as its enterprise AI infrastructure across Focus Partners Wealth and other business units. Citywire has reported that Focus Partners Wealth alone oversees roughly $182 billion in registered investment advisor assets.
From digital banking to advisor workflows
Nevis was founded by three veterans of Revolut's rapid expansion: CEO Mark Swan, CPO Philipp Burda (who previously led GenAI product initiatives at the fintech giant), and COO Ivan Chalov (formerly GM of Revolut's retail business). The trio incorporated the company in the UK on October 14, 2024, spent a year building in relative stealth, then publicly launched December 1, 2025, announcing a $35 million Series A led by Sequoia, ICONIQ, and Ribbit.
The product itself functions as what Nevis calls an AI operating system for wealth management back offices. Purpose-built agents handle meeting preparation, follow-ups, required minimum distribution tracking, and client cash reviews. A unified desktop pulls together email, tasks, notes, and analytics. The company built native integrations with Schwab and Fidelity that automate custodial account opening without manual data entry, according to its website. The workflows module manages money movement, compliance screens through automated AML checks, DocuSign integration for signatures, and document vault uploads.
In one example Nevis highlighted, advisor transition timelines fell from 90 days to 14 days. The platform connects to Salesforce, Outlook, Gmail, and Zoom. Nevis maintains enterprise agreements with Anthropic and OpenAI for model access, routing different tasks across AI providers based on the workflow. An Anthropic case study published in 2026 noted that Nevis selects Claude for mission-critical workflows requiring lower hallucination rates.
Why Focus didn't build it themselves

A Focus executive explained the decision in a Nevis case study published in October. "We looked at building this ourselves, and at nearly everything else on the market," the executive said. "What set Nevis apart was speed to value: the technology was built around how advisors actually work, flexible enough to support the way our advisors operate without a one-size-fits-all approach, and able to deliver real impact for our advisors and clients years faster than we could have built it alone."
Focus described the partnership in its press release as "a fundamental step in building the technology foundation we need for the AI era, and it required a level of capability, security and strategic alignment that few providers could help us build."
Swan framed the problem more bluntly in the same release. Wealth firms face a common question about AI adoption, he said, though he didn't elaborate on what that question was. "Nevis is the infrastructure that makes it possible: automating thousands of hours of operational work so advisors can spend that time on what matters."
A track record built quickly
Nevis had lined up several wealth management clients before Focus came calling. AlTi Tiedemann Global, a publicly traded wealth manager with $90 billion in assets, announced a partnership in May 2026. United Capital, which oversees approximately $25 billion in assets as of December 2025, published a case study in February 2026 reporting ten hours saved per week and more than 80 percent daily usage among advisors in its pilot.
Wedmont Private Capital, a $3 billion firm, ran a 15-person pilot that processed more than 730 meetings and 1,000 AI assistant messages in 60 days, according to an October case study. The company said 100 percent of pilot users reported they would be upset if Nevis were taken away. IEQ Capital, which reported $49.9 billion in regulatory assets under management as of June 30, 2026, appears as a testimonial client on the Nevis homepage.
The company acquired voice AI startup Ledra AI in December 2025 to add voice-to-action agents. Ledra founders Maria Lovin and Adamos Hadjivasiliou joined Nevis.
Competing in a crowded field
WealthManagement.com positioned the Focus deal within "an increasingly competitive landscape of AI providers to the wealth industry" in an October 16 roundup, though the publication did not name specific competitors in its coverage of the Nevis announcement.
Nevis said on its website it has achieved SOC 2 Type II compliance and never uses client data to train AI models. The company operates from New York and London. Swan said on a WealthTech Today podcast episode published October 13 that he "moved to New York at the beginning of this year."
The Focus deal suggests that at least one major player in wealth management believes the technology advantage lies with specialized startups rather than in-house development or established enterprise vendors. Whether that calculation proves correct will depend on execution, regulatory scrutiny, and how quickly competitors close the gap.
