Online Financial Advisors in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Companies covered: SoFi, Facet, Empower, Ellevest, Fidelity, Vanguard, Zoe Financial, Betterment LLC, Charles Schwab, Wealthfront Corporation

Answer Capsule

The November 2026 Online Financial Advisors benchmark compares 10 companies across 439 AI answers that met its inclusion rules. Fidelity recorded 437 mentions and 388 recommendations (88.38% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

• What does the Online Financial Advisors benchmark show about mentions, recommendations and placement?

The peer set splits into two tiers. Fidelity, Charles Schwab and Vanguard appear in nearly every answer and are recommended in most of them, so they function as the default names an AI assistant reaches for. The rest of the field is visible but rarely the first name offered.

Placement is where the gap widens. SoFi, Betterment LLC and Empower earn recommendations at meaningful rates yet almost never land in the top three. Being named is not the same as being chosen, and the answers show that distinction clearly.

For the agency, this argues for work aimed at position rather than mere presence. That means understanding which questions produce shortlists, checking whether the facts behind those shortlists are accurate, and giving clients content that answers the specific comparison a buyer is asking.

What changed since last month

Questions This Section Answers

• What changed across the usable monthly Online Financial Advisors snapshots?

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

Across the three recorded months, the leading firms stayed near the top of the range while the challengers moved within a narrower band. SoFi's recommendation rate rose between the last two months, and Facet's edged up, while Empower, Ellevest and Zoe Financial recorded lower counts.

The monthly answer samples differ, so these movements describe what was recorded rather than a like-for-like performance trend. A lower count in one month does not establish why it fell. The useful signal is the persistent ordering, not the size of any single month's shift.

We would treat the latest month as the working baseline and document the sample conditions alongside it, so future comparisons are read with the same caution.

Company-by-company findings

SoFi

Questions This Section Answers

• What measured visibility pattern and review priority does SoFi have in Online Financial Advisors?

SoFi recorded 232 mentions (52.85%) and 213 recommendations (48.52%) across 439 answers included in the benchmark. Top 3 placements numbered 36; first-place recommendations numbered 3. Framing among its mentions was 214 positive, 15 neutral and 3 negative.

From October 2026 to November 2026, SoFi's mention count rose from 228 to 232, while its recommendation count rose from 206 to 213. The recommendation rate was 42.56% and 48.52% respectively.

AI answers contained 0 conflicting claims about SoFi: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://sofi.com/invest/ira/.

Selected third-party review candidate: https://wallstreetsurvivor.com/sofi-invest-review/.

SoFi is recommended in roughly half of the answers and appears in about as many, which suggests the brand is well understood as an option. Its weakness is position: it rarely takes the top slot. Reach and ranking are separate problems, and the second is the one worth solving.

We would review the supplied owned and third-party pages against the questions where SoFi appears, confirm the facts first, and only then draft a page brief. Any correction would follow verification, not precede it.

Facet

Questions This Section Answers

• What measured visibility pattern and review priority does Facet have in Online Financial Advisors?

Facet recorded 63 mentions (14.35%) and 55 recommendations (12.53%) across 439 answers included in the benchmark. Top 3 placements numbered 10; first-place recommendations numbered 6. Framing among its mentions was 55 positive, 8 neutral and 0 negative.

From October 2026 to November 2026, Facet's mention count rose from 58 to 63, while its recommendation count rose from 54 to 55. The recommendation rate was 11.16% and 12.53% respectively.

AI answers contained 0 conflicting claims about Facet: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://facet.com/.

Selected third-party review candidate: https://wsj.com/buyside/personal-finance/financial-advisors/facet-review.

Facet's presence is modest but steady, and its recommendations track its mentions closely, which suggests answers that name it tend to speak well of it. The constraint is reach rather than sentiment. Its placement counts are small, so the near-term opportunity is appearing in more relevant answers.

We would start with a fact check of the supplied pages and a brief built around the advisor-selection questions where Facet already surfaces, treating any edit as conditional on what the current pages actually say.

Empower

Questions This Section Answers

• What measured visibility pattern and review priority does Empower have in Online Financial Advisors?

Empower recorded 115 mentions (26.20%) and 86 recommendations (19.59%) across 439 answers included in the benchmark. Top 3 placements numbered 26; first-place recommendations numbered 4. Framing among its mentions was 86 positive, 29 neutral and 0 negative.

From October 2026 to November 2026, Empower's mention count fell from 134 to 115, while its recommendation count fell from 105 to 86. The recommendation rate was 21.69% and 19.59% respectively.

AI answers contained 0 conflicting claims about Empower: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://empower.com/the-currency/life/how-to-find-old-401k-account.

Selected third-party review candidate: https://nerdwallet.com/financial-advisors/reviews/empower.

Empower is named in about a quarter of answers and recommended in most of those, so the brand registers as a credible option. First-place finishes are rare, however, and the recorded counts fell between the last two months. That movement should be read alongside the different monthly samples rather than as a cause.

We would verify the retirement and account pages first, then prepare a brief aimed at the comparison questions where Empower already appears, with any correction held until the facts are confirmed.

Ellevest

Questions This Section Answers

• What measured visibility pattern and review priority does Ellevest have in Online Financial Advisors?

Ellevest recorded 8 mentions (1.82%) and 6 recommendations (1.37%) across 439 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 6 positive, 2 neutral and 0 negative.

From October 2026 to November 2026, Ellevest's mention count fell from 15 to 8, while its recommendation count fell from 12 to 6. The recommendation rate was 2.48% and 1.37% respectively.

AI answers contained 0 conflicting claims about Ellevest: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://ellevest.com/.

Selected third-party review candidate: https://wsj.com/buyside/personal-finance/financial-advisors/best-financial-advisors.

Ellevest appears in only a small share of answers, and its recorded counts dropped between the last two months. With so few observations, month-to-month movement is hard to read and should not be treated as a trend. The practical issue is that the brand is largely absent from the questions buyers ask.

We would check whether the supplied pages give an AI assistant clear, current reasons to name Ellevest, and prepare a brief only after that review. Widening reach is the goal; a correction is not assumed.

Fidelity

Questions This Section Answers

• What measured visibility pattern and review priority does Fidelity have in Online Financial Advisors?

Fidelity recorded 437 mentions (99.54%) and 388 recommendations (88.38%) across 439 answers included in the benchmark. Top 3 placements numbered 352; first-place recommendations numbered 258. Framing among its mentions was 388 positive, 49 neutral and 0 negative.

From October 2026 to November 2026, Fidelity's mention count fell from 483 to 437, while its recommendation count fell from 440 to 388. The recommendation rate was 90.91% and 88.38% respectively.

AI answers contained 1 conflicting claim about Fidelity: 0 critical, 0 high, 0 medium, 1 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://fidelity.com/retirement/roth-ira.

Selected third-party review candidate: https://corporate.vanguard.com/content/corporatesite/us/en/corp/contact-us.html.

Fidelity sits at the top of the peer set on every measure, appearing in nearly all answers and taking first place in most of them. That position is an asset to protect rather than a gap to close. The recorded counts eased slightly between the last two months, which the differing samples do not explain.

One low-severity conflict concerns a customer service phone number. We would confirm the current number from Fidelity's own materials before treating it as an error, then decide whether any page or publisher request is warranted.

Vanguard

Questions This Section Answers

• What measured visibility pattern and review priority does Vanguard have in Online Financial Advisors?

Vanguard recorded 417 mentions (94.99%) and 368 recommendations (83.83%) across 439 answers included in the benchmark. Top 3 placements numbered 255; first-place recommendations numbered 19. Framing among its mentions was 369 positive, 48 neutral and 0 negative.

From October 2026 to November 2026, Vanguard's mention count fell from 457 to 417, while its recommendation count fell from 414 to 368. The recommendation rate was 85.54% and 83.83% respectively.

AI answers contained 6 conflicting claims about Vanguard: 0 critical, 2 high, 3 medium, 1 low. Of these, 2 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://investor.vanguard.com/client-benefits/investment-fees/compare-fees.

Selected third-party review candidate: https://money.com/best-roth-ira/.

Vanguard is named in almost every answer and recommended in most, but it takes first place far less often than its two closest peers. That is a placement gap rather than a visibility one, and it is the more useful target. Several recorded conflicts concern account minimums and fees, which are exactly the facts buyers compare.

We would verify those details against Vanguard's current published terms before proposing any correction, then brief the fee-comparison page so the answers have accurate material to draw on.

Zoe Financial

Questions This Section Answers

• What measured visibility pattern and review priority does Zoe Financial have in Online Financial Advisors?

Zoe Financial recorded 2 mentions (0.46%) and 2 recommendations (0.46%) across 439 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 1. Framing among its mentions was 2 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Zoe Financial's mention count fell from 4 to 2, while its recommendation count fell from 4 to 2. The recommendation rate was 0.83% and 0.46% respectively.

AI answers contained 0 conflicting claims about Zoe Financial: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://cnbc.com/2026/10/08/best-financial-advisors.html.

Zoe Financial appears in only a handful of answers, so its results are best read as early signal rather than a settled position. With so few observations, small changes swing the rates sharply and should not be over-interpreted. The brand is largely outside the shortlists buyers see.

We would review the supplied third-party page and confirm the facts before any outreach, and hold off on page work until there is enough evidence to justify it.

Betterment LLC

Questions This Section Answers

• What measured visibility pattern and review priority does Betterment LLC have in Online Financial Advisors?

Betterment LLC recorded 172 mentions (39.18%) and 154 recommendations (35.08%) across 439 answers included in the benchmark. Top 3 placements numbered 19; first-place recommendations numbered 3. Framing among its mentions was 154 positive, 18 neutral and 0 negative.

From October 2026 to November 2026, Betterment LLC's mention count fell from 188 to 172, while its recommendation count fell from 182 to 154. The recommendation rate was 37.60% and 35.08% respectively.

AI answers contained 3 conflicting claims about Betterment LLC: 0 critical, 0 high, 3 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://betterment.com/work/top-5-ira-providers.

Selected third-party review candidate: https://axis-intelligence.com/wp-content/dashboard/robo-advisor-statistics-dashboard.html.

Betterment LLC is named in a substantial share of answers and recommended in most of them, so it is a recognized option. First-place finishes are uncommon, which points to a placement problem rather than a visibility one. Recorded conflicts concern assets under management, a figure buyers and reviewers both rely on.

We would confirm the current figure from Betterment's own disclosures before any correction, then brief the supplied Roth IRA page around the questions where the brand already appears.

Charles Schwab

Questions This Section Answers

• What measured visibility pattern and review priority does Charles Schwab have in Online Financial Advisors?

Charles Schwab recorded 428 mentions (97.49%) and 381 recommendations (86.79%) across 439 answers included in the benchmark. Top 3 placements numbered 320; first-place recommendations numbered 64. Framing among its mentions was 381 positive, 47 neutral and 0 negative.

From October 2026 to November 2026, Charles Schwab's mention count fell from 474 to 428, while its recommendation count fell from 432 to 381. The recommendation rate was 89.26% and 86.79% respectively.

AI answers contained 1 conflicting claim about Charles Schwab: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://schwab.com/ira.

Selected third-party review candidate: https://axis-intelligence.com/wp-content/dashboard/robo-advisor-statistics-dashboard.html.

Charles Schwab appears in nearly every answer and is recommended in most, placing it firmly in the leading tier. Its first-place share is well behind the top name, so the opportunity is to win more shortlist tops rather than to gain visibility. Recorded counts eased between the last two months, which the differing samples do not explain.

One medium-severity conflict concerns assets under management for its automated investing service. We would verify that figure at the source before deciding whether any page or publisher request follows.

Wealthfront Corporation

Questions This Section Answers

• What measured visibility pattern and review priority does Wealthfront Corporation have in Online Financial Advisors?

Wealthfront Corporation recorded 64 mentions (14.58%) and 59 recommendations (13.44%) across 439 answers included in the benchmark. Top 3 placements numbered 11; first-place recommendations numbered 4. Framing among its mentions was 59 positive, 5 neutral and 0 negative.

From October 2026 to November 2026, Wealthfront Corporation's mention count fell from 75 to 64, while its recommendation count fell from 72 to 59. The recommendation rate was 14.88% and 13.44% respectively.

AI answers contained 3 conflicting claims about Wealthfront Corporation: 0 critical, 0 high, 3 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://support.wealthfront.com/hc/en-us/articles/360043196472-What-is-the-Wealthfront-Cash-Account.

Selected third-party review candidate: https://axis-intelligence.com/wp-content/dashboard/robo-advisor-statistics-dashboard.html.

Wealthfront Corporation is named in a modest share of answers and recommended in most of those, so the brand reads positively where it appears. Its constraint is reach, not sentiment. Recorded conflicts concern assets under management, with several different figures in circulation.

We would confirm the current figure from Wealthfront's own disclosures before treating any of them as an error, then review the supplied cash account page and prepare a brief if the facts support it.

The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

• What should the agency deliver when it works to establish the baseline for Online Financial Advisors?

We would build a scorecard that records each company's mentions, recommendations and placements for the latest month, with the sample conditions noted beside them. Every entry gets an owner and a status, so later work can be traced back to a specific observation rather than a recollection.

The scorecard also fixes the baseline for future months. Because the monthly samples differ, the record should state what was measured and when, so later comparisons are read with the right caution.

Step 2. Verify disputed facts

Questions This Section Answers

• What should the agency deliver when it works to verify disputed facts for Online Financial Advisors?

AI answers contained 14 conflicting claims across 5 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

The recorded conflicts cluster around a few familiar facts: account minimums, fees, assets under management and a service phone number. Each needs checking against the company's own current published material before anyone calls it an error. Different dates can explain an apparent disagreement.

We would log each disputed claim with its source, the date checked and a decision: confirmed, no change, or a correction to request. Claims whose company match is uncertain stay out of the queue until the entity is resolved.

Step 3. Review owned pages

Questions This Section Answers

• What should the agency deliver when it works to review owned pages for Online Financial Advisors?

Each supplied owned page gets a short brief: the questions it should answer, the facts that need confirming, and the specific edits proposed if the facts support them. The brief is written before any change, so the reasoning is visible and reviewable.

No edit proceeds on the strength of an AI answer alone. The page owner confirms the current content and the underlying facts, and the brief records what was decided and why.

Step 4. Review third-party sources

Questions This Section Answers

• What should the agency deliver when it works to review third-party sources for Online Financial Advisors?

For the third-party pages, we would prepare a review package that states the specific point in question, the evidence supporting it and the source date. Requests go only to publishers whose pages actually contain the disputed material, and only after the facts are confirmed.

A citation in an answer does not show that the page influenced it, so the package makes no such claim. Responses and non-responses are both recorded.

Step 5. Address buyer questions and measure again

Questions This Section Answers

• What should the agency deliver when it works to address buyer questions and measure again for Online Financial Advisors?

The observed buyer questions give us a starting list for content briefs: retirement accounts, provider comparisons and advisor selection. Each brief answers the question directly, with the facts a buyer would check and a clear statement of what the company offers.

After the work ships, we measure again and report delivered work separately from answer outcomes. A change in the answers would be recorded as an observation, not as proof that the content caused it.

Third-party authority and citation opportunities

Questions This Section Answers

• Which cited publisher pages support targeted source review in Online Financial Advisors?

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The publisher list spans very different levels of citation activity, from a handful of appearances to dozens. That spread is a rough guide to where a review might matter most, not a measure of influence. A page cited often is worth reading closely; it is not thereby proven to have shaped the answer.

We would read each candidate page in full, confirm what it currently says, and only then decide whether a request is justified. Pages covering several companies at once, such as the retirement and Roth IRA roundups, deserve priority because a single accurate page can serve more than one client.

What we'd prioritize first

The first priority is the placement gap among the challenger brands. SoFi, Betterment LLC and Empower are recommended often enough to be credible but rarely reach the top of a shortlist, and that is a solvable content problem rather than a visibility one.

The second is fact accuracy for the leading firms. Vanguard's account minimum and fee conflicts and the assets-under-management disputes around Betterment LLC, Charles Schwab and Wealthfront Corporation touch exactly the details buyers compare, so they should be verified before anything else is proposed.

The third is reach for the smaller names. Ellevest and Zoe Financial barely register, and the honest first step there is a review of the supplied pages, not a promise of gains.

Methodology and conclusion

Questions This Section Answers

• What do the Online Financial Advisors sample and source-review limits allow us to conclude?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 439 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 4906 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

July 2026 measured a different set of companies, so it is excluded from this comparison. August 2026 measured a different set of companies, so it is excluded from this comparison.

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

This report describes what the captured answers said in the selected month. The visibility rates rest on the answers that met the benchmark's inclusion rules, and the exact collection dates have not been verified. A company counts as recommended only when an answer endorses it with positive wording, and placements sit inside those recommendations rather than adding to them.

Because an answer can name several companies, the counts cannot be summed into a number of distinct answers. The monthly samples differ, so the comparisons show what was recorded, not why it changed.

The proposed work is a set of reviews and briefs, each conditional on confirming the facts at the source. Nothing here establishes that an edit would change an answer, and no outcome is guaranteed.