AI reshaping wealth management for mass-affluent clients

By the Editorial Team · Tuesday, June 23, 2026

Artificial intelligence is increasingly providing wealth management advice to mass-affluent clients with $100,000 to $1 million in assets, challenging the traditional role of human advisers. This shift is prompting advisors to focus more on complex emotional and ultra-high-net-worth client needs, while firms like Citigroup invest in AI tools to boost efficiency and expand their services.

Wealth management is undergoing significant transformation as artificial intelligence (AI) increasingly takes on roles traditionally filled by human advisers, particularly for clients with liquid assets in the mass-affluent range. Industry experts suggest that individuals holding between $100,000 and $1 million in investable assets may soon receive advice predominantly generated by AI, challenging the traditional model of human-driven wealth management.

Debasish Patnaik, senior partner at McKinsey & Co., remarked that AI now delivers services approaching the quality of private banking to this segment of clients. This shift diminishes the value of advisers who primarily provide standardized recommendations and signals a fundamental change in the qualifications and roles of wealth management professionals. According to Patnaik, human advisers will increasingly need to focus on addressing the emotional and complex needs of ultra-high-net-worth clients — those with assets far exceeding the mass-affluent category — to maintain their relevance.

This evolution comes amid widespread uncertainty within the financial services industry about the broader impact of AI on career paths. Despite concerns about automation displacing certain roles, some wealth management firms see AI as a means to enhance productivity and expand their client base. Citigroup Inc., for example, plans to increase hiring in its private banking and wealth management divisions as part of CEO Jane Fraser’s strategic goal to position the bank as a global leader in wealth management.

Alongside workforce growth, Citigroup is developing AI-driven software designed to conduct rapid portfolio reviews, significantly reducing the time required for analysis from several hours to near-instantaneous completions. This move highlights how AI integration may amplify the efficiency of human advisers rather than replace them entirely, especially at higher service levels.

The growing availability of AI tools—including platforms such as Anthropic PBC’s Claude, OpenAI’s ChatGPT, and Alphabet Inc.’s Gemini—provides users with capabilities to model investment portfolios, optimize tax strategies, and explore philanthropic opportunities. These technologies reflect the expanding scope of AI applications within wealth management, pushing professionals to reconsider which aspects of their expertise remain uniquely human.

As these developments unfold, those in the wealth management sector continue to grapple with defining the irreplaceable qualities of human advisers amid rapid AI adoption, suggesting a future where technology and personal service coexist but with shifting boundaries of responsibility.

This article was reported by synthesizing coverage from multiple independent news outlets to present a balanced, unbiased account. Read about our editorial standards. Spotted an error? Let us know.