Industry

Edward Jones uses AI to capture advisers’ knowledge as many near retirement

Edward Jones is combining AI with cultural and organizational change to preserve and redistribute the expertise of its aging financial advisers.

Edward Jones uses AI to capture advisers’ knowledge as many near retirement

Edward Jones Investments, based in St. Louis, manages $2.4 trillion for 9 million clients. Penny Pennington, the firm’s managing partner, faces a demographic challenge: there are about 326,000 financial advisers in the U.S., and at least one third of them are expected to retire within the next decade.

Pennington says that this demographic pressure has created a “prevailing scarcity” of the type of advice clients need. She is roughly three-quarters of the way through a maximum 10-year term leading the 34,000-person private partnership, and her priority is to guide the firm to a future that keeps Edward Jones’ “decidedly human-centered, relationship-based” model while augmenting it with AI-driven insights.

Organizational and technological change

For years Edward Jones has encouraged advisers to abandon one-person office models in favor of multi-generational practices where veterans mentor younger advisers. Now the firm is applying AI to scale that same knowledge transfer across the entire partnership: advisers have about 100,000 client conversations per day, and they are asked to record digital notes from those interactions.

"We have about 55 million interaction notes and counting every day," Pennington says. The company uses AI tools to analyze that corpus, extracting patterns and insights that help other advisers anticipate client needs and deliver advice more efficiently.

Centralizing these notes is intended to preserve expertise that would otherwise be lost as partners retire or leave. Pennington frames the initiative as consistent with Edward Jones’ partnership culture: advisers contribute because it helps their own practice and because spreading knowledge benefits fellow advisers and millions of clients.

What the insights from 55 million conversations reveal

Analyzing themes across roughly 100,000 daily conversations allows Edward Jones to spot emerging client needs. For example, many baby boomers are discussing relocations to be closer to their children; the firm can see where and when those conversations start in the decision arc and equip advisers to bring up related financial considerations proactively.

The firm has also detected rising emotional anxiety around job displacement: it now appears in about 20% of conversations, up from 16% a year earlier. Pennington says this often reflects broader unease rather than a specific imminent job loss, and her AI tools detect that through the emotional tenor of discussions.

Understanding that emotional and psychological context, she argues, is a competitive advantage: human advisers can build trust and deliver reassurance and clarity, which in turn generates referrals.

The case for human advice in an increasingly agentic world

Pennington emphasizes that financial decisions are frequently driven by emotions and values. One of Edward Jones’ goals is to help clients improve their sense of "financial fulfillment," yet a Gallup poll they commissioned this year found only 16% of Americans feel financially fulfilled.

She believes that human relationships will remain essential for sound advice: AI and machine learning have a role, but clients seek human reassurance, judgement, ethics and integrity around the issues that matter most. Pennington rejects the idea that in-person advice will become a premium service only for wealthy clients; instead, she says technology can make it viable to serve households with more modest means.

Why AI may not level the industry’s playing field

While many AI tools are available to startups and incumbents alike, Pennington argues that Edward Jones’ advantages are human plus scale. Technology alone will not guarantee victory, she says: the firm could lose without it, but it won’t win solely on tech.

Size matters because AI budgets are growing and smaller rivals lack the depth of network data. Pennington notes that an incumbent with trillions of transaction records and millions of emotional, psychological and trust-related data points can combine those at a scale few others can and feed back insights to advisers to better serve clients.

Investing in the ecosystem: Edward Jones Ventures

Edward Jones is also using its resources to partner with and invest in startups. Edward Jones Ventures, an in-house venture capital arm financed by the firm’s general partners, has backed 15 small businesses since it launched last year. Those investments let the firm experiment with tools in areas such as estate planning while giving startups access to its adviser network and clients.

Pennington describes this as a marriage of the large incumbent’s reach with the vitality of newly invented solutions — a strategy she says only a large incumbent can pursue.

Market context: other players

The coverage also notes Anthony Pompliano, a crypto evangelist, who has attracted about $40 billion in assets to Silvia, an AI-powered platform aimed at digitally native, higher-income investors who distrust traditional gatekeepers. Pompliano told Semafor’s Compound Interest that such investors often believe their technical expertise exceeds that of average financial advisers.

Overall, Edward Jones is positioning AI not as a replacement for human advisers but as a tool to capture and redistribute adviser expertise, to scale personalized, relationship-based advice, and to help the firm navigate an imminent wave of retirements among experienced advisers.