AI tech stack overlap tests RIAs as Focus adds Nevis to Jump

Focus Financial Partners’ decision to add Nevis as its enterprise AI platform, nine months after rolling out Jump’s AI assistant to 800 advisors, resurfaces a question for RIAs — is an advisor’s tech stack crowding with multiple tools that could do the same job? 

Focus COO Justin Ferri told InvestmentNews earlier this week that Nevis will first handle account opening and client onboarding. Jump, originally built as an AI notetaker for advisors, recently opened a limited beta for AI account opening at Schwab and Fidelity. Nevis co-founder and CEO Mark Swan, meanwhile, wrote on LinkedIn that advisors use Nevis to take meeting notes, prepare for meetings, and draft emails among other functions. 

“The overlap risk is where it gets interesting, and Jump pushing into account opening is exactly the tell,” said Aaron Steinberg, founder of the RIA-focused AI consultancy ThrivAI. “When two vendors start claiming the same workflow, you're not buying capability anymore, you're buying redundancy. The discipline I employ with firms is to map every AI tool to the workflow it owns. If two tools own the same one, one of them should go.” 

Where advisor AI vendors collide 

Focus has more than $570 billion in collective client assets across 330 locations and 6,300 team members. RIAs at that scale are likely to have varying technology vendors across the firms rolled into its network, Titleist Asset Management CEO Jay Coulter told InvestmentNews. 

“Focus is built from hundreds of acquired firms, so its stack was never going to be uniform, and running a notetaker alongside an operations platform can make sense while you learn what works. But the overlap is real and getting bigger,” said Coulter. “Eventually somebody has to decide which tool owns account opening, because you cannot have two systems doing it.” 

Steinberg added that Jump and Nevis can perform separate roles, despite both vendors signaling their own notetaking and account opening capabilities. 

“Jump lives in the meeting, capturing the conversation and drafting the follow-up; Nevis lives in the back office, moving an account from application to open,” said Steinberg, who previously was an RIA and custody head at LPL Financial. “The AI tech space is experiencing unprecedented, rapid growth. A company like Jump can significantly expand its product catalog overnight by leveraging AI coding.” 

Fintech consultant Joel Bruckenstein, publisher of T3 Technology Hub, said time to market can justify a second vendor within the same RIA. 

“Nevis might already have a well developed solution for account opening while another vendor is still building it out, so time to market may be a consideration,” he said. “Also, one vendor may have a deep integration with another vendor, custodian or insurance company that the other does not have yet.” 

The hidden costs of AI

Licenses alone for Anthropic’s Claude for Financial Advisors, which Schwab integrated in September, would cost a 10-advisor RIA between $8,400 and $14,400 per year before setup and training, Steinberg estimated in a LinkedIn post, based on Anthropic’s pricing. 

“The license is the smallest cost. The real costs are data integrity, oversight and training,” added Coulter. “These tools are not easy to learn and every tool you add is another thing an advisor has to learn. Integration debt compounds quietly until it shows up as a service error with a client.” 

A survey from TacticalMind AI found that most advisors believe an AI tool for investment portfolio construction is worth $500 per month. “The hidden cost is data hygiene,” Steinberg said of AI deployment for advisory firms. 

“AI tools are only as good as the CRM data feeding them, and most firms’ CRM data is not in good shape. And there’s a supervision cost nobody budgets: every tool touching client data needs audit logs and a named owner,” added Steinberg. 

Schwab Advisor Services found that 57% of RIAs allow employees to explore AI, but only 35% have formal AI policies, per research shared last year. 

Before adding an AI tool, Steinberg said that firms should establish metrics for goals they expect to reach after implementation. 

“Pick the workflow and baseline it — hours per account opened, days from first meeting to funded account, rework rate. Then measure after. If a firm can't state the expected gain in advance, it won't find it afterward,” he said. 

Will AI vendors consolidate? 

Coulter, citing the advancement of custodian Altruist’s Hazel AI, expects a “massive consolidation” of the AI tools currently marketed towards RIAs. 

“I can’t tell you how many AI demos I’ve been on in the past year. Afterwards, I thought they’re just not going to be in business down the road because XYZ custodian or vendor is just going to add this to their offering,” Coulter said. 

Steinberg predicted most firms will run two or three AI platforms within three years, anchored to their custodian and CRM. “Standalone tools survive only if they integrate deeply enough to become infrastructure, or get acquired by someone who does,” he said. 

Ryan Belanger is CEO and founder of the Boston-based RIA Claro Advisors, whose firm built its own AI assistant called Claire. Claro Advisors manages about $1.5 billion in assets with Fidelity and Schwab as its custodians, according to its Form ADV filing. 

“Claire is purpose-built for advisors. We believe this means that the user experience of having an all-in-one platform is more convenient for advisors than multi-purposes tools like Claude, which is yet another layer to integrate into an already brittle and expensive tech stack,” Belanger said.