What 12,000 Advisor Conversations Reveal About Better Advice

By Rick Lake, CAIA, CETF, CBDA | Founder, Narrative Alpha
August 24, 2026

AI finally opened the black box of the client meeting. What’s inside should change how you run your practice.

The ancient Greeks sang their stories for centuries before anyone thought to write them down. Now we watch them on IMAX.

What do advisors say to their clients? Until now, that was a guess.

But thanks to AI, we don’t have to wait centuries for an industry-encompassing answer. The results have been published, and you don’t need an IMAX screen to see them.

The insights team at Jump, led by Liam Hanlon, ran conversational intelligence across a full year of advisor-client meetings: 12,000 in all from November 2024 to October 2025, of which roughly 9,700 passed their quality screens. Data from participating firms provided the raw material, with every conversation irreversibly anonymized through Jump’s Privacy-Preserving Pipeline before analysis, according to the report. Natural-language queries turned each meeting into statistics on sentiment, fears, life events, planning topics, and investments. Liam and his team went full quant on the data, and published a methodology appendix to keep the harumphing to a minimum.

You can read the results in Jump’s 2026 Financial Advisor Insights Report. The first finding is about advisors, not clients. Get ready: it stings.

Revelation #1: Advisors talk more than they realize

The gap between what advisors believe about their meetings and what happens in them is wide enough to measure with GPS rather than a ruler.

A Horsesmouth survey cited in the study found that 87% of advisors said clients spoke more during meetings. The transcripts found nearly the reverse.

Advisors spoke more than clients in 84% of meetings.

Advisors have real reasons to talk. A client asks whether “Liberation Day” tariffs should change anything, and the honest answer burns the clock. Tax and estate plans have many moving parts. A portfolio rebalancing needs a full explanation before the client can sign off. Expertise has to be communicated, and an advisor who cannot explain the plan is not much use.

But the meeting has a way of turning into the explanation. An advisor goes full CFP on a question the client asked casually, and the hour fills with competence.

Once, I sat with a widowed client and delivered a clinic on multi-generational wealth transfer: the complete strategy, the whole architecture, with tax optimization and alternative investments. It was good work. I knew the material cold.

But the client was waiting for me to stop so they could tell me what their departed spouse would have said about it all.

I didn’t see that coming. Their emotional words stopped me in my technical tracks. I only began to understand the exchange on the long drive home. Call it encyclopedia-in-mouth disease. The tell: symptoms increase after the meeting ends.

The comparison raises a question worth some self-reflection. How much of the meeting is being used to explain, and how much is being used to find out what the client is actually thinking and feeling?

The rest of the report suggests the answer matters more than most advisors would guess.

Revelation #2: The outside world enters the meeting

The study period was a noisy one, and the noise carried into the room.

• Tariff discussions hit 47.94% of meetings in April 2025.
• Fed policy and interest rates were a persistent presence, appearing in 42.46% and 39.10% of conversations in November 2024 and October 2025, respectively.
• Layoffs and job cuts ticked above 20% in March.
• AI talk roughly doubled during the period, from 15.64% to 30.11%.

Some macro topics could also carry a cost. Meetings that touched upon them were modestly but consistently more likely to end with client sentiment lower than it started. The outside world sometimes made meetings harder.

Source: 2026 Financial Advisor Insights Report, p. 27

Who raised the subject changed the impact. Client-initiated macro discussions produced stronger sentiment improvements than advisor-initiated ones. When advisors introduced the outside world, the sentiment of the meeting was not improved as much.

The opening minutes are worth guarding. An advisor who leads with employment stats, DC, or AI may be answering a question the client had not gotten around to asking.

On macro topics, the report concludes that letting clients set the framing kept conversations on more stable emotional ground. A simpler opening could leave room for that:

What has changed since we last spoke?

The answer may go straight to markets. Or somewhere else entirely.

Revelation #3: Fear is a regular participant in client meetings

Almost half of all meetings, 48.26%, included at least one stated client fear.

Fear also rarely showed up alone. About 23% of meetings contained a single fear, 12% contained two, and nearly 14% contained three or more. More than a quarter of all client meetings carried multiple expressed worries at once.

The fears themselves fall into two rough groups, and the distinction matters. The report does not draw this line, but its own numbers do.

Some fears are about the world:

• 15.86% of meetings exhibited fear of rising taxes and policy changes at the top of the list
• 11.79% of meetings put fear of market losses and volatility at second

Some of these moved with the news:

• Volatility concerns climbed from roughly 9% in November 2024 to nearly 25% in April 2025.
• Recession fears rose in the background from less than 2% to just over 6% before falling back.

Other fears are about the client’s own life: an upcoming retirement, medical costs, job insecurity, supporting the family.

The world fears came up more often. The personal ones hit harder.

Jump created a Client Sentiment Index™ to track how clients are feeling at the start and end of an advisor meeting. The baseline starting sentiment for the dataset was 6.44 on a scale of 1-10, but client fears could drive starting sentiment down. The three client fears triggering the lowest starting sentiment:

• 5.32: Inability to pay bills
• 5.71: Losing job or income
• 5.85: Outliving savings

Fears also traveled in recognizable company. Portfolio-loss concerns appeared alongside recession fears. Debt worries appeared alongside difficulty paying bills. Job-loss concerns clustered with income and lifestyle stress.

This is where the listening problem could get expensive.

The question a client asks may be a world question, because world questions are the ones that sound appropriate to ask a financial advisor: What’s going on with the market? Should I be worried about tariffs? Do I need to do something about taxes?

The fear underneath is often a life question.

Client demographics mean advisors are more likely to be working with pre-retirees or retirees facing challenging transitions and even health issues. A client asking about portfolio volatility may be worried about their career. A tax question may be about retirement anxiety. A question about raising cash may be about a medical bill, an aging parent, or a child in need.

Advisors who do most of the talking have fewer opportunities to find out which client question they are actually answering.

Source: 2026 Financial Advisor Insights Report, pp. 7-10

Revelation #4: The difference shows up in four behaviors

The team developed an Advisor Emotional Intelligence Score to test whether specific conversational habits tracked with stronger client sentiment.

Clients working with high-EQ advisors saw an average 17.5% improvement in sentiment from the start of the meeting to the end. Clients of lower-EQ advisors saw 9%.

The two groups also spent meeting time differently. Top-ranked advisors gave 38.05% of the meeting to goals and planning. Bottom-ranked advisors gave 22.66%, and spent more than twice as much time on service and compliance.

The score itself rests on four observable behaviors, which provide a practical guide for advisor improvement.

1. Talk-time discipline
How much of the conversation does the advisor occupy?

Revelation #1 is the reason this one comes first. Advisors are not deliberately crowding their clients out. Advisors believe they are already listening. The transcripts say there is substantial room for improvement.

Talk-time discipline does not mean advisors should bite their tongues. Rather, advisors should leave enough room for the client to say the things they came to say and more.

2. Open questions
“Are you comfortable with the portfolio?” gets a yes or a no.

“What concerns you most about the portfolio right now?” gets the thinking behind the answer.

The second question is the one that surfaces a world question with a life question underneath.

3. Empathy statements
Does the advisor acknowledge what the client is going through before moving to analysis?

A client dealing with a career setback, an illness, an aging parent, retirement worries, or market volatility may need the situation recognized first. The acknowledgment can be brief and professional. Show the client they were heard.

4. Emotional check-ins
“How are things? What’s on your mind?” Asked early, these surface both news and the client’s emotional temperature.

“Has anything changed as a result of today’s discussion?” can serve as a check-in toward the end of a meeting. An advisor can ask whether a concern has been addressed, whether a recommendation makes sense, or whether something is still unresolved. Of the four high-EQ behaviors, this is the only one that tests the advisor’s own work in real time.

What does this tell us?
In general, advisors are succeeding in improving the client experience during meetings. The conversational data shows an overall improvement in client sentiment across the study, with high-EQ advisors outperforming.

A word about what this does and does not prove. The data shows an association between specific advisor behaviors and larger sentiment gains. It does not establish that improved sentiment during client meetings drives better financial outcomes.

What it does establish is that meetings differ in ways that can be observed and measured. That is new, and it makes advisor communication worthy of the same scrutiny that firms apply to investing and technology.

What 12,000 conversations can teach us

Advisors talk more than they believe. Nearly half of client meetings carry a stated fear, often several at once. The questions clients ask out loud are usually about the world, and the worry underneath is usually about their life. And the advisors who move client sentiment the most are the ones who spend their client meeting time differently.

Not much of that is new to anyone who has sat in the advisor chair. What is new is that somebody counted.

Which brings this back to where it started. The Greeks sang for centuries before anyone wrote it down, and what survived is what somebody bothered to record. The client meeting has been the same kind of performance: consequential, repeated daily across the industry, and almost entirely unrecorded. Firms have known it mattered without being able to see inside it.

That is the contribution here. AI can summarize a meeting, draft a follow-up email, automate operations, and free up advisors to engage with clients and prospective clients. The breakthrough: AI can finally hold still what used to vanish the moment the meeting ended and let us look at it.

What do advisors do with that?

The Brave New Advisor

Much of your practice runs on standardized process or frameworks.

You might construct financial plans with standard elements and sequences, and assemble them using software or portals with templates. Your investment policy statements draw on elements from a library.

Optimizers, models, and tax analyzers build investment allocations. Then, trading systems drive portfolio implementation across multiple client accounts.

And compliance manuals come out of a box or are as big as a box.

Do your client meetings have as much systematic structure? They may run on what you did last time, adjusted for the latest market blip, tax law change, or client family news.

But client meetings have shape whether or not you or anyone thoughtfully pre-structure them. Now, with the latest tools, talk time has a measurable distribution. Questions have a sequence. Fears arrive in clusters, and the clusters follow patterns. Client sentiment evolves during the meeting, and some advisors move it further than others. While this appears to be a soft skill, the client meeting is a repeated, almost ritualized professional performance, with measurable properties, which means it can be captured, systematized and taught.

The reasons to structure your meeting process are many. An advisor who runs a well-built client meeting stands out. Your clients feel heard. They follow through on recommendations. Implementation follows when your client is engaged in the process and has contributed what’s on their mind. Long-term performance and outcomes may improve. Kids graduate. Parents retire comfortably. Dreams do come true, or at least the destination is known and anxiety retreats.

Then, there is the business impact. Your client retention improves. Referrals follow, because your client who feels genuinely understood can explain what you do better to a friend, relative, or colleague. Revenue growth and practice value compound.

There is work to be done. 12,000 transcripts of client-advisor meetings show the first signs of association. However, it is too early to show that advisors who improve client sentiment this year produce better client outcomes in a decade. Do we know if advisors in the top quintile of Emotional Intelligence lead in driving outcomes? The meeting structure, sequence, and behaviors that drive better client results may exist on other dimensions, too.

Creating your own model meeting will take time. And applying AI across large datasets to identify the industry’s most effective meeting practices will require further study. Cross-sectional studies (a single point in time) and longitudinal studies (across time) are needed to identify which observable meeting behaviors and practices actually drive better client outcomes. Do they cluster by EI rank? Technical skill? Client education? Or run across multiple dimensions? The effort will require tracking the same advisors and clients across years, testing meeting practices against plan completion, implementation, and achieving the life goals clients care about.

And whether or not advisors like you create an enduring practice.

That’s the next research program. It could take us from a promising finding to a professional standard.

Deep down, we know what the destination should look like: your client meeting and process built with the same rigor as a financial plan or an optimized portfolio. A conversation on a foundation of method.

We measured the client meeting. Next, we must design it.

Article text and original graphics ©2026 by Frederick C. (Rick) Lake. Data and findings are the property of Jump and are used with attribution.

Rick Lake is a financial commentator, keynote speaker, and former mutual fund portfolio manager and advisor. Learn more at www.RickLake.com. Rick is the founder of Narrative Alpha, which provides specialized perspectives and communications on alternative investment strategies.

Rick Lake and Narrative Alpha produce the annual Revenue Revolution symposium on AI in financial services at Stevens Institute of Technology. Liam Hanlon received his undergraduate degree from Stevens. Jump was a sponsor of Revenue Revolution 2026.

This content is for informational and educational purposes only and is not investment advice or a recommendation to buy, sell, or hold any security or strategy. The views expressed are the author’s and do not necessarily reflect those of any firm or contributors. Information is believed to be reliable at the time of writing but is not guaranteed to be accurate or complete.

Images were generated with Claude, ChatGPT, and Gemini. Charts and graphics were built by the author from data published in the 2026 Financial Advisor Insights Report. Text was developed using Claude and fact-checked against the source report using ChatGPT. AI tools were used under the author’s direction and review.

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