Part of the EPR GEO Scorecard series, Everything-PR's quarterly measure of AI Citation Share by vertical.
Disclosure: Everything-PR and 5W AI Communications share common ownership. Everything-PR reports independently on the communications industry, including on research produced by 5W. Editorial decisions are made by Everything-PR's editorial team.
"Wealth management has always sold trust built face-to-face. The AI engines only trust what a compliance department already made public."
Ronn Torossian, Publisher, Everything-PR · Founder and chairman, 5W AI Communications
Executive Summary
Charles Schwab 82 (A). Merrill 78 (B+). Morgan Stanley Wealth Management 75 (B). Vanguard Personal Advisor 72 (B). Edelman Financial Engines 62 (C). Creative Planning 58 (D). Fisher Investments 54 (D). Edward Jones 50 (D).
A 32-point gap separates the top and bottom of the wealth management category. The pattern from Vol. 12's insurance brokerage study repeats here in sharper relief: firms with a publicly traded parent, Charles Schwab, Merrill (Bank of America), and Morgan Stanley, take three of the top four positions. Vanguard, though structurally private as a mutual-fund-owned entity, breaks that pattern on the strength of decades of freely published investor-education content dating to founder John Bogle.
Edward Jones, the largest advisor network in the cohort by branch count, is the floor of the category. The firm's branch-and-handshake business model produces almost no structured digital content for the engines to retrieve, a direct parallel to The Gersh Agency's position in Vol. 11.
Fisher Investments sits second-to-last despite a media-advertising budget larger than most of the cohort. Founder Ken Fisher's 2019 public remarks at an industry conference generated sustained negative coverage that the engines still retrieve on reputation queries six years later — the same permanent-controversy-retrieval mechanism that capped McKinsey's score in Vol. 9.
Audience: High-net-worth individuals evaluating advisors, RIA industry executives, wealth-management marketing and communications leads, financial journalists, and communications professionals advising financial-services clients on AI visibility.
15 Publishable Findings
- Three of the top four firms in this cohort have a publicly traded parent company — Charles Schwab, Merrill (Bank of America), and Morgan Stanley — continuing the disclosure-drives-visibility pattern established across the series.
- Vanguard Personal Advisor scores 72 (B) despite Vanguard's structurally private, mutual-fund-owned ownership model, on the strength of decades of freely published investor-education content dating to founder John Bogle's writing.
- Edward Jones, the cohort's largest branch network, is the floor of the category (50, D). A face-to-face, branch-based advisory model produces almost no structured digital content for AI engines to retrieve.
- Fisher Investments' 2019 controversy remains retrievable on reputation queries across four of five engines, six years after the fact, despite one of the largest media-advertising budgets in the cohort.
- Asked "best robo-advisor with human backup," four of five engines name Vanguard Personal Advisor or Schwab, reflecting both firms' hybrid digital-human service models.
- Charles Schwab's 2020 acquisition of TD Ameritrade is retrieved as a scale-and-credibility signal on four of five engines, a specific dated corporate event functioning the way Gallagher's acquisition history functioned in Vol. 12.
- Crawl Access averages 44 across the cohort, notably lower than the insurance-broker category (58) despite a similar mix of public and private ownership structures, suggesting wealth-management firms specifically under-invest in AI-crawlable content relative to peers in adjacent financial-services categories.
- Merrill's brand identity is frequently conflated with parent Bank of America on general queries, the same entity-disambiguation problem Deloitte Consulting faced in Vol. 9.
- Perplexity produces the highest score for six of eight firms — its real-time retrieval of SEC filings, FINRA BrokerCheck data, and financial-press coverage matches a disclosure-heavy category well.
- Edelman Financial Engines, a private-equity-backed roll-up, scores 62 (C) — higher than most private firms in prior volumes, on the strength of founder Ric Edelman's decades of published financial-education content and media appearances.
- Creative Planning, one of the fastest-growing RIA roll-ups by AUM, scores only 58 (D) — rapid acquisition-driven growth has not yet translated into a comparable content-publication footprint.
- Morgan Stanley Wealth Management's retail-advisory brand is sometimes conflated with the firm's institutional investment-banking business on corporate and reputation queries, diluting retrieval precision for the wealth-management-specific audience.
- No firm in the cohort carries FAQ schema on its public-facing website, though five of eight carry Organization schema, consistent with Vol. 12's finding that public or public-adjacent firms clear that bar more often than fully private ones.
- Asked "which wealth manager has the lowest fees," Vanguard is named first by five of five engines, reflecting the firm's decades-long low-cost positioning and its most consistently retrieved single fact across the entire study.
- The wealth-management category ceiling (82) trails insurance brokerage (86) and consulting (88) but exceeds executive search (78) and talent representation (74), placing it in the upper-middle tier of professional-services categories measured, consistent with a cohort that mixes strong public-disclosure firms with several under-published private ones.
Methodology. Scores are based on observed AI engine outputs during an August 2026 test window. Five engines: ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews. 50 prompts per firm across five query buckets (Recommendation, Comparison, Capability, Reputation, Corporate), 10 prompts each. Total: 2,000 individual response audits across eight firms. Each response is scored on a binary (cited/not cited) and qualitative (primary mention, secondary mention, absent) basis. Raw observations are normalized into the five-dimension framework: Citation Frequency 40%, Cross-Engine Breadth 20%, Query-Type Breadth 20%, Extractability 15%, Crawl Access 5%. The methodology is identical to Vols. 1–12 and is reproduced quarter-over-quarter. Full protocol at the EPR GEO Scorecard hub.
The Investor Test: What the Engines Actually Say
We ran the queries a first-time investor, a retiree, and a high-net-worth prospect would actually type. Here are the results.
| Prompt | ChatGPT Names First | Perplexity Names First | Gemini Names First |
|---|---|---|---|
| "Best wealth manager with lowest fees" | Vanguard | Vanguard | Vanguard |
| "Best robo-advisor with human backup" | Schwab | Vanguard Personal Advisor | Schwab |
| "Best wealth manager for high-net-worth clients" | Morgan Stanley | Merrill | Morgan Stanley |
| "Fisher Investments reputation" | 2019 comments controversy | Client fee complaints, 2019 controversy | 2019 comments, AUM growth |
| "Fastest-growing RIA firm" | Creative Planning | Creative Planning | No firm named |
| "Best advisor network for retirees" | Edward Jones | Edward Jones | Charles Schwab |
The finding: Vanguard's low-cost positioning is the single most consistently retrieved fact in the entire study — five of five engines cite it first on the fee-sensitive query. But high-net-worth and reputation queries fragment sharply: Morgan Stanley and Merrill dominate the affluent-client lane, while Fisher Investments' 2019 controversy still surfaces on nearly every reputation query despite years of subsequent AUM growth. Decades-old published content (Bogle's investor-education writing) still outperforms recent heavy media spend when the spend itself generated controversy rather than trust.
The Scorecard
| Dimension (weight) | Schwab | Merrill | Morgan Stanley | Vanguard PA | Edelman FE | Creative Planning | Fisher | Edward Jones |
|---|---|---|---|---|---|---|---|---|
| Citation Frequency (40%) | 86 | 82 | 78 | 76 | 64 | 60 | 58 | 52 |
| Cross-Engine Breadth (20%) | 84 | 80 | 76 | 74 | 62 | 58 | 54 | 48 |
| Query-Type Breadth (20%) | 78 | 72 | 70 | 68 | 58 | 54 | 48 | 46 |
| Extractability (15%) | 76 | 68 | 66 | 72 | 54 | 50 | 44 | 40 |
| Crawl Access (5%) | 58 | 54 | 52 | 50 | 40 | 36 | 32 | 28 |
| FINAL GRADE | 82 · A | 78 · B+ | 75 · B | 72 · B | 62 · C | 58 · D | 54 · D | 50 · D |
Engine Heatmap
| Firm | ChatGPT | Claude | Gemini | Perplexity | Google AIO | Avg |
|---|---|---|---|---|---|---|
| Schwab | 84 (A) | 80 (A) | 78 (B) | 88 (A) | 80 (A) | 82 |
| Merrill | 78 (B) | 76 (B) | 72 (B) | 84 (A) | 78 (B) | 78 |
| Morgan Stanley | 74 (B) | 72 (B) | 70 (B) | 80 (A) | 72 (B) | 74 |
| Vanguard PA | 72 (B) | 70 (B) | 68 (C) | 78 (B) | 72 (B) | 72 |
| Edelman Financial Engines | 62 (D) | 60 (D) | 58 (D) | 68 (C) | 62 (D) | 62 |
| Creative Planning | 58 (D) | 56 (D) | 52 (D) | 64 (C) | 56 (D) | 57 |
| Fisher Investments | 54 (D) | 50 (D) | 48 (F) | 62 (D) | 46 (F) | 52 |
| Edward Jones | 50 (D) | 46 (F) | 44 (F) | 56 (D) | 44 (F) | 48 |
Engine reads. Schwab is the only firm to score A on four of five engines. Perplexity produces the highest score for every firm in the cohort, driven by direct retrieval of SEC filings, FINRA BrokerCheck records, and financial-press coverage. Google AIO produces the only two F-grade results, both for firms with the thinnest published-content footprints: Fisher Investments and Edward Jones.
Company Deep Dives
Charles Schwab, 82 (A)
NYSE: SCHW. Public. Acquired TD Ameritrade in 2020, consolidating its position as one of the largest full-service brokerages and wealth managers in the United States.
What's working. Public-company disclosure, a well-documented acquisition history, and a genuine low-cost, hybrid digital-human service model give the engines a coherent, well-supported narrative across nearly every query type. Named alongside Vanguard on the fee-sensitive query and independently on the robo-advisor-with-human-backup query.
What's hurting. Crawl Access (58) is the highest in the cohort but still trails public leaders in the insurance-broker and consulting categories, suggesting room to improve site-level AI accessibility despite the firm's overall strength.
What moves the score. Extend crawl access improvements site-wide. Continue publishing content bridging the TD Ameritrade integration narrative into a single coherent brand story. Estimated lift: 2-4 points within two quarters.
Merrill, 78 (B+)
Wholly owned subsidiary of Bank of America Corporation (NYSE: BAC).
What's working. Bank of America's public-company disclosure obligations extend to Merrill, generating the same structured-content benefit that lifted Marsh McLennan's subsidiaries in Vol. 12. Strong retrieval on high-net-worth-client queries.
What's hurting. Brand conflation with the Bank of America parent on general queries dilutes Merrill-specific retrieval precision, echoing Deloitte Consulting's conflation problem with its audit and tax siblings in Vol. 9.
What moves the score. Clearer entity disambiguation distinguishing Merrill's wealth-management identity from the broader Bank of America consumer-banking brand. Estimated lift: 4-6 points within two quarters.
Morgan Stanley Wealth Management, 75 (B)
NYSE: MS. Public. Wealth management division of Morgan Stanley.
What's working. Strong retrieval on high-net-worth and affluent-client queries. Public-company disclosure provides the same structural baseline shared by Schwab and Merrill.
What's hurting. The wealth-management brand is sometimes conflated with Morgan Stanley's institutional investment-banking business on corporate and reputation queries, a similar entity-precision problem to Merrill's.
What moves the score. Distinct, retail-focused content clearly separated from institutional investment-banking coverage. Estimated lift: 4-6 points within two quarters.
Vanguard Personal Advisor, 72 (B)
Founded: 1975 (John C. Bogle). Malvern, Pennsylvania. Structurally private, owned by its own funds. ~$12 trillion in global AUM (2025).
What's working. Decades of freely published investor-education content, dating to founder John Bogle's own writing, gives Vanguard a research-publication legacy comparable to McKinsey Global Institute's role in Vol. 9. Vanguard's low-cost positioning is the single most consistently retrieved fact in this entire study, cited first by five of five engines on the relevant query.
What's hurting. Crawl Access (50) trails the three publicly traded firms above it, despite Vanguard's massive scale, suggesting the firm's own site infrastructure has not kept pace with its content legacy.
What moves the score. Modernize crawl accessibility to match the strength of the underlying content library. Estimated lift: 4-6 points within two quarters.
Edelman Financial Engines, 62 (C)
Private, backed by private-equity ownership. Formed via merger of Financial Engines and Edelman Financial Services.
What's working. Founder Ric Edelman's decades of published financial-education content and frequent media appearances give the firm a content legacy stronger than most private RIA roll-ups, echoing the pattern of individual-founder content driving firm-level retrieval.
What's hurting. No public-disclosure obligation limits the ongoing cadence of dated, structured content beyond the founder's legacy material.
What moves the score. Extend the founder-driven content legacy into ongoing, dated publication under the current firm brand. Estimated lift: 6-9 points within three quarters.
Creative Planning, 58 (D)
Private, backed by private-equity ownership. One of the fastest-growing RIA roll-ups in the industry by assets under management.
What's working. Rapid AUM growth through acquisition generates some trade-press coverage, though less than the growth rate itself would suggest.
What's hurting. Acquisition-driven growth has not yet translated into a comparable content-publication footprint. Crawl Access (36) is among the lowest in the cohort.
What moves the score. Structured content matching the pace of the firm's actual growth and acquisition activity. Estimated lift: 6-10 points within three quarters.
Fisher Investments, 54 (D)
Founded by Ken Fisher. Private. ~$387 billion in AUM (2026). More than 20,000 clients.
What's working. Substantial AUM and a large in-house research team support genuine market-commentary content. The firm's scale is retrievable on assets-under-management-specific queries.
What's hurting. Founder Ken Fisher's 2019 public remarks at an industry conference generated sustained negative coverage still retrieved on reputation queries across four of five engines, six years later. This is the same permanent-controversy-retrieval mechanism that capped McKinsey's score in Vol. 9 — negative content from tier-1 outlets does not decay in the retrieval graph even as the underlying business continues to grow.
What moves the score. New positive-signal content at a velocity sufficient to dilute, not erase, the 2019 controversy's continued retrieval. Estimated lift: 4-7 points within three quarters, structurally capped by permanent controversy retrieval.
Edward Jones, 50 (D)
Private partnership. The largest financial-advisor branch network in the cohort.
What's working. Strong retrieval specifically on "best advisor network for retirees" queries, reflecting the firm's genuine strength in face-to-face, branch-based retirement planning for a demographic that values in-person service.
What's hurting. The floor of the cohort on every dimension. A branch-and-handshake business model, while a genuine competitive strength in client relationships, produces almost no structured digital content, the same dynamic that held The Gersh Agency to the bottom of Vol. 11's cohort.
What moves the score. Even minimal structured content describing the firm's branch network, advisor credentials, and retirement-planning specialization would represent a meaningful, low-cost intervention given how low the current baseline is. Estimated lift: 8-12 points within three quarters.
Biggest Winners
| Winner | Why |
|---|---|
| Schwab on general recommendation queries | Public disclosure, TD Ameritrade acquisition history, and a coherent low-cost hybrid service model reinforce each other across query types. |
| Vanguard on fee-sensitive queries specifically | Decades of Bogle-era investor-education content make Vanguard's low-cost positioning the single most consistently retrieved fact in the entire study. |
| Morgan Stanley and Merrill on high-net-worth queries | Both firms dominate the affluent-client lane, reinforced by their public parent companies' disclosure obligations. |
| Edward Jones on retiree-specific queries | A narrow but genuine lane where the firm's branch-based, in-person model retrieves well despite its overall low score. |
Biggest Risks
| Risk | Who It Hurts | Severity |
|---|---|---|
| Permanent controversy retrieval from a 2019 public-remarks incident | Fisher Investments | High |
| Branch-based model produces almost no structured content | Edward Jones | High |
| Brand conflation with parent company on general queries | Merrill, Morgan Stanley Wealth Management | Medium |
| Acquisition-driven growth outpacing content publication | Creative Planning | Medium |
| Content legacy dependent on aging founder-era material | Vanguard Personal Advisor, Edelman Financial Engines | Low-Medium |
Q4 2026 Predictions
Who gains next quarter:Vanguard Personal Advisor (+2-4 points). If crawl-access improvements catch up to the firm's existing content strength, its already-dominant fee-narrative retrieval should extend into other query types.
Who holds steady:Fisher Investments (54 +/- 2 points). The score is controversy-constrained in the same way McKinsey's was in Vol. 9. New AUM growth adds citation share. Renewed media attention to the 2019 incident, or any new controversy, subtracts it.
Biggest wildcard:Whichever PE-backed RIA roll-up, Creative Planning or a peer, first matches its acquisition pace with a comparable content-publication cadence could close a meaningful portion of the gap to the public-parent firms above it.
Structural prediction:Wealth management will remain a mid-tier professional-services category, above talent representation and executive search but below insurance brokerage and consulting, reflecting its mixed public/private ownership structure and the branch-based service model several major players still rely on.
Action Items by Audience
| Audience | What This Means | What to Do |
|---|---|---|
| High-Net-Worth Prospects | AI engines are already summarizing which wealth managers fit specific needs before you contact an advisor. | Ask ChatGPT which wealth manager fits your specific situation and compare the answer against your own research. |
| RIA Industry Executives | Vanguard's decades-old investor-education content still outperforms newer firms' marketing spend in AI retrieval. | Invest in durable, educational content over campaign-driven advertising if AI visibility is a priority. |
| Wealth-Management Marketing Leads | Public-company disclosure is doing real AI-visibility work for firms with a publicly traded parent. | Privately held firms should consider voluntary structured disclosure to close the gap public peers already enjoy. |
| Financial Journalists | A single 2019 incident still shapes how AI engines describe a firm managing nearly $400 billion in client assets today. | Consider whether coverage of a firm's current business reflects its AI-retrieved reputation, or whether the retrieval graph is running years behind. |
| Communications Advisors | Wealth management confirms the series' throughline once again: durable, structured, published content beats reputation built through relationships alone. | Build financial-services-client GEO strategy around durable investor-education content, not just campaign-driven media spend. |
FAQ
Why these eight firms?
Charles Schwab, Merrill, and Morgan Stanley Wealth Management as the publicly parented full-service leaders, Vanguard Personal Advisor for its structurally private but content-rich model, Edelman Financial Engines and Creative Planning as PE-backed RIA roll-ups, and Fisher Investments and Edward Jones as two of the largest independent advisory models by AUM and branch count respectively.
Why does Vanguard score well despite being privately structured?
Vanguard is owned by its own mutual funds rather than by public shareholders, but founder John Bogle's decades of freely published investor-education writing gave the engines a content legacy comparable to a public company's disclosure history, without the disclosure obligation itself.
Why does Fisher Investments score so low despite nearly $400 billion in AUM?
AUM is not a scoring input. Founder Ken Fisher's 2019 public remarks generated sustained negative coverage from tier-1 outlets that the engines continue to retrieve on reputation queries. The same mechanism capped McKinsey's score in Vol. 9: negative content from trusted sources does not decay in the retrieval graph regardless of subsequent business growth.
How does this connect to the insurance brokerage volume?
Both categories mix public and private firms, but wealth management's private firms score somewhat better on average than insurance brokerage's, largely because Vanguard's founder-era content legacy is unusually strong for a private entity.
How are scores calculated?
50 prompts × 5 engines × 8 firms = 2,000 audits. Binary + qualitative scoring. Normalized into five dimensions (Citation Frequency 40%, Cross-Engine Breadth 20%, Query-Type Breadth 20%, Extractability 15%, Crawl Access 5%). Identical methodology across all thirteen volumes. Reproduced quarterly.
How often does the Scorecard rerun?
Quarterly. Q1 2027 rerun ships in the new year. Quarter-over-quarter movement is the structural story.
About the EPR GEO Scorecard Series
The EPR GEO Scorecard Series applies a single locked five-dimension framework to one consumer or industry vertical at a time. Published volumes: Beauty (Vol. 1), Hotels & Hospitality (Vol. 2), Luxury Brands (Vol. 3), Streaming & Entertainment (Vol. 4), QSR (Vol. 5), Consumer Tech (Vol. 6), PR Holding Companies (Vol. 7), Law Firms (Vol. 8), Management Consulting (Vol. 9), Executive Search Firms (Vol. 10), Talent & Literary Agencies (Vol. 11), Commercial Insurance Brokers (Vol. 12), and Wealth Management (Vol. 13). Twice weekly. The methodology hub: everything-pr.com/epr-geo-scorecard.
Ronn Torossian is the founder and chairman of 5W AI Communications, the AI Communications Firm. He is the publisher of Everything-PR and the author of two best-selling editions of For Immediate Release.
Everything-PR is the intelligence platform for communications, reputation, AI visibility, and digital discovery in the answer-engine era. Thirty-plus publications. Publishing since 2009. Original reporting, research, and analysis — built to be cited by the AI engines that now answer the question.
Part of Everything-PR's Citation Share Index and Generative Engine Optimization research.