Mark Swan, CEO of Nevis, says about 80 percent of advisers spend their day or week on administrative work, leaving less time for clients and growth.
Swan argues that generic tools like ChatGPT fall short for regulated wealth firms, which need vertical, workflow-integrated AI with security and guardrails.
Swan says the core platform delivers about 90 percent of Nevis's value, while last-mile customization for each firm is the hardest part, backed by four deployed engineering teams.
AI that removes adviser admin could close wealth management's capacity gap
Wealth management faces a shortage of advisers just as demand for advice rises, and administrative work consumes most of the adviser's time. Swan argues the answer is a vertical AI platform embedded in firm workflows, with the controls regulated firms need. Freeing adviser hours lets firms serve more clients rather than cut staff.
Takeaways
Admin work is the bottleneck in advice. About 80 percent of advisers spend their day or week on administration such as client emails, meeting follow-ups, trades, cashiering and RMDs. That leaves less time for clients and growth, so cutting admin is how Swan proposes to unlock capacity.
Advice needs workflow-integrated platforms, not point solutions. Swan argues a CRM, note taking, trading and custody in one place beat fragmented tools. Notetakers are a feature, not a company. Generic tools like ChatGPT fall short for regulated firms because of security and guardrail needs.
Revolut taught that LLM calls are the easy part. At Revolut, an early OpenAI enterprise bank, Swan learned an LLM call is a small part of the architecture. Regulated firms also need controls, guardrails and human review, which is why he founded Nevis to deploy AI safely at scale.
Adviser supply is short while demand grows. Rosic cites McKinsey projecting a shortage of about 100,000 advisers by 2034. Swan says people with 500,000 to a million in assets are growing eight times faster than the population, and robo-advisers failed because clients want service.
Scale, not headcount cuts, lowers admin cost. Swan expects firms to serve more clients with the same team. Clients with 1 to 5m in assets now get family-office services such as tax planning inside a 1 percent fee. Nevis reportedly saves advisers ten hours weekly at a 25bn dollar RIA.
Platform is 90 percent of value, customization is hardest. Nevis sells a workflow agent builder and an AI platform with notetaker, email, assistant and client context. Last-mile customization per firm is the most complex part, so Nevis runs four deployed engineering teams for enterprise customers.
Interfaces will become voice-led and built on demand. Swan expects dynamic interfaces to replace rigid dashboards, with a sales pipeline view a consultant might need a week to build produced in minutes. He says the CRM as a database will die, though Nevis integrates with Salesforce.
Nevis roadmap
Deeper API connections with custodians in place of PDF forms.
Custodial tasks completed end to end, not just created as tasks, by the end of the year.
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On this episode 2
Show 1
A client portal application.
Voice added to the assistant so advisers can speak requests such as assigning follow-ups.
Stack or whack verdicts
AI credit scoring is Black Mirror territory and Swan would reject it.
Notetakers are a feature rather than a company.
OpenAI and Claude are phenomenal products, but Nevis adds workflow triggers and operational work.
Standalone data lakes suit mainly enterprise RIAs because someone must maintain them.