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

Companies covered: Public, Webull, E*TRADE, Fidelity, Vanguard, Robinhood, Tastytrade, Merrill Edge, Charles Schwab, Interactive Brokers

Answer Capsule

The November 2026 Online Stock Brokers benchmark compares 10 companies across 591 AI answers that met its inclusion rules. Fidelity recorded 587 mentions and 534 recommendations (90.36% 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 Stock Brokers benchmark show about mentions, recommendations and placement?

The peer set splits into two tiers. Fidelity, Charles Schwab, Interactive Brokers and Robinhood appear in nearly every answer and are recommended in most of them, so their visibility is close to saturated. Webull sits just below that group, while Vanguard, Tastytrade, Public, Merrill Edge and E*TRADE appear far less often.

Recommendation strength is not evenly spread within the top tier. Fidelity and Charles Schwab are endorsed in almost all of their appearances, and Fidelity also holds a large share of first-place positions. Interactive Brokers and Robinhood are recommended often but rarely lead an answer, which suggests they are named as solid options rather than the headline pick.

For the lower tier, the gap between being mentioned and being endorsed is the practical constraint; Tastytrade appears less often but is endorsed in most of those appearances and takes first place relatively often, so its problem is reach rather than credibility. Agency work should differ by tier: the leaders need fact accuracy and placement protection, while the challengers need broader inclusion before position can improve.

What changed since last month

Questions This Section Answers

• What changed across the usable monthly Online Stock Brokers snapshots?

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

The monthly figures are separate samples, so the movement between them describes what was recorded rather than a like-for-like trend. Most companies show lower mention and recommendation counts in the latest month, and the answer totals also differ between months. The comparability limit should be stated alongside any month-to-month reading.

E*TRADE is the clearest case for caution. Its counts drop sharply in the latest month after sitting near the middle of the field earlier, which is a large swing that should be treated as an observation to investigate, not a performance verdict. Tastytrade and Merrill Edge move the other way, with modest gains in both mentions and recommendations.

Because the samples are not matched, the agency should document how each future snapshot is collected before drawing conclusions from change.

Company-by-company findings

Public

Questions This Section Answers

• What measured visibility pattern and review priority does Public have in Online Stock Brokers?

Public recorded 152 mentions (25.72%) and 114 recommendations (19.29%) across 591 answers included in the benchmark. Top 3 placements numbered 9; first-place recommendations numbered 2. Framing among its mentions was 118 positive, 32 neutral and 2 negative.

From October 2026 to November 2026, Public's mention count rose from 144 to 152, while its recommendation count rose from 112 to 114. The recommendation rate was 16.67% and 19.29% respectively.

AI answers contained 3 conflicting claims about Public: 0 critical, 0 high, 1 medium, 2 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://public.com/.

Selected third-party review candidate: https://goatfundedtrader.com/blog/lowest-margin-rates-brokers.

Public is mentioned in roughly a quarter of answers and recommended in most of those mentions, but it almost never takes a leading position. Reach and endorsement are therefore reasonable while top placement is thin, and the two should be tracked as separate goals.

We would propose a conditional review of the selected owned page and the third-party margin-rate page, checking current primary sources before any correction is suggested. The recorded margin-rate conflict is low severity and may reflect different dates, so it stays a fact-check item rather than a confirmed error.

Webull

Questions This Section Answers

• What measured visibility pattern and review priority does Webull have in Online Stock Brokers?

Webull recorded 423 mentions (71.57%) and 370 recommendations (62.61%) across 591 answers included in the benchmark. Top 3 placements numbered 32; first-place recommendations numbered 4. Framing among its mentions was 376 positive, 43 neutral and 4 negative.

From October 2026 to November 2026, Webull's mention count fell from 493 to 423, while its recommendation count fell from 424 to 370. The recommendation rate was 63.10% and 62.61% respectively.

AI answers contained 3 conflicting claims about Webull: 0 critical, 1 high, 2 medium, 0 low. Of these, 1 was 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://webull.com/news/13918449291977728.

Selected third-party review candidate: https://nerdwallet.com/investing/best/options-trading-brokers.

Webull appears in most answers and is recommended in the large majority of them, yet first-place positions are rare. Its visibility is strong; the opportunity is converting that presence into leading placement, which is a different measure from being named at all.

The recorded conflict over whether Webull supports trading a particular security is rated high and deserves priority fact-checking against current primary sources. The options fee conflict is lower priority. We would propose a page brief for the selected owned page and a source review of the options-trading publisher page, with corrections only where verification supports them.

E*TRADE

Questions This Section Answers

• What measured visibility pattern and review priority does E*TRADE have in Online Stock Brokers?

E*TRADE recorded 53 mentions (8.97%) and 49 recommendations (8.29%) across 591 answers included in the benchmark. Top 3 placements numbered 2; first-place recommendations numbered 0. Framing among its mentions was 49 positive, 3 neutral and 1 negative.

From October 2026 to November 2026, E*TRADE's mention count fell from 436 to 53, while its recommendation count fell from 339 to 49. The recommendation rate was 50.45% and 8.29% respectively.

AI answers contained 1 conflicting claim about E*TRADE: 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://us.etrade.com/home.

Selected third-party review candidate: https://nerdwallet.com/investing/best/online-brokers-for-stock-trading.

E*TRADE has low reach and few leading positions, so its main constraint is being included in answers at all rather than how it is ranked once named. The sharp month-to-month swing in its counts should be read with the sample comparability limit in mind, not as evidence of a cause.

The recorded conflict over its corporate parent is the most concrete item to resolve, since ownership statements are factual and checkable. We would propose verifying the current parent against primary sources, then a page brief for the selected owned page and a review of the stock-trading publisher page.

Fidelity

Questions This Section Answers

• What measured visibility pattern and review priority does Fidelity have in Online Stock Brokers?

Fidelity recorded 587 mentions (99.32%) and 534 recommendations (90.36%) across 591 answers included in the benchmark. Top 3 placements numbered 473; first-place recommendations numbered 339. Framing among its mentions was 542 positive, 36 neutral and 9 negative.

From October 2026 to November 2026, Fidelity's mention count fell from 666 to 587, while its recommendation count fell from 568 to 534. The recommendation rate was 84.52% and 90.36% respectively.

AI answers contained 2 conflicting claims about Fidelity: 0 critical, 0 high, 1 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/investing/trading.

Selected third-party review candidate: https://forbes.com/advisor/investing/best-online-brokers/.

Fidelity has near-total reach, strong endorsement and a large share of first-place positions, so its exposure is concentrated in accuracy and protection rather than discovery. The recorded asset figures conflict across answers, which matters because a wrong scale claim can undermine otherwise favorable coverage.

We would propose a fact-check of the asset and client-asset statements against current primary disclosures, followed by a page brief for the selected trading page and a review of the advisor publisher page. Corrections would be proposed only where verification confirms a discrepancy.

Vanguard

Questions This Section Answers

• What measured visibility pattern and review priority does Vanguard have in Online Stock Brokers?

Vanguard recorded 284 mentions (48.05%) and 233 recommendations (39.42%) across 591 answers included in the benchmark. Top 3 placements numbered 72; first-place recommendations numbered 4. Framing among its mentions was 241 positive, 37 neutral and 6 negative.

From October 2026 to November 2026, Vanguard's mention count fell from 317 to 284, while its recommendation count fell from 243 to 233. The recommendation rate was 36.16% and 39.42% respectively.

AI answers contained 3 conflicting claims about Vanguard: 0 critical, 3 high, 0 medium, 0 low. Of these, 3 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/investor-resources-education/stocks/how-to-invest-in-stocks.

Selected third-party review candidate: https://google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdka01ETm1PVzVrGAo.

Vanguard is mentioned in about half of answers and recommended in most of those, but leading positions are rare. Its reach is moderate and its endorsement solid, so the practical gap is top placement rather than basic inclusion.

The recorded conflict over spot crypto ETF access is rated high and is the clearest fact dependency in this set, because the two claims are direct opposites. We would propose resolving it against current primary sources before any correction, then a page brief for the selected owned page and a review of the third-party candidate.

Robinhood

Questions This Section Answers

• What measured visibility pattern and review priority does Robinhood have in Online Stock Brokers?

Robinhood recorded 554 mentions (93.74%) and 481 recommendations (81.39%) across 591 answers included in the benchmark. Top 3 placements numbered 90; first-place recommendations numbered 19. Framing among its mentions was 490 positive, 52 neutral and 12 negative.

From October 2026 to November 2026, Robinhood's mention count fell from 630 to 554, while its recommendation count fell from 526 to 481. The recommendation rate was 78.27% and 81.39% respectively.

AI answers contained 3 conflicting claims about Robinhood: 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://robinhood.com/.

Selected third-party review candidate: https://interactivebrokers.com/en/whyib/low-cost-margin.php.

Robinhood appears in nearly every answer and is recommended in most of them, but it seldom leads. Its visibility is close to the top tier while first-place positions remain limited, so the useful distinction is between being named and being the headline recommendation.

The recorded margin-rate conflicts are medium severity and may reflect different balance tiers or dates. We would propose a fact-check of the Gold margin terms against current primary sources, then a page brief for the selected owned page and a review of the margin-rate publisher page.

Tastytrade

Questions This Section Answers

• What measured visibility pattern and review priority does Tastytrade have in Online Stock Brokers?

Tastytrade recorded 190 mentions (32.15%) and 179 recommendations (30.29%) across 591 answers included in the benchmark. Top 3 placements numbered 50; first-place recommendations numbered 38. Framing among its mentions was 181 positive, 9 neutral and 0 negative.

From October 2026 to November 2026, Tastytrade's mention count rose from 162 to 190, while its recommendation count rose from 154 to 179. The recommendation rate was 22.92% and 30.29% respectively.

AI answers contained 2 conflicting claims about Tastytrade: 0 critical, 0 high, 2 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://tastytrade.com/.

Selected third-party review candidate: https://nerdwallet.com/investing/best/online-brokers-for-stock-trading.

Tastytrade appears in about a third of answers and is recommended in nearly all of them, and it takes first place relatively often. That pattern points to a reach constraint rather than an endorsement problem: when it is named, it tends to be treated favorably.

The recorded options commission conflicts are medium severity and likely hinge on which fee schedule and date apply. We would propose verifying the current commission structure against primary sources, then a page brief for the selected owned page and a review of the stock-trading publisher page.

Merrill Edge

Questions This Section Answers

• What measured visibility pattern and review priority does Merrill Edge have in Online Stock Brokers?

Merrill Edge recorded 88 mentions (14.89%) and 61 recommendations (10.32%) across 591 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 64 positive, 18 neutral and 6 negative.

From October 2026 to November 2026, Merrill Edge's mention count rose from 78 to 88, while its recommendation count rose from 54 to 61. The recommendation rate was 8.04% and 10.32% respectively.

AI answers contained 0 conflicting claims about Merrill Edge: 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://merrilledge.com/.

Selected third-party review candidate: https://brokerchooser.com/invest-long-term/diversification/fractional-shares-merrill-edge.

Merrill Edge has limited reach and almost no leading positions, so its main task is earning inclusion in more answers before position becomes a realistic goal. Endorsement among its mentions is moderate, which suggests the mentions themselves are not uniformly favorable.

No conflicting claims were recorded for Merrill Edge, so the immediate work is a page brief for the selected owned page and a review of the fractional-shares publisher page, checking current contents before proposing any change.

Charles Schwab

Questions This Section Answers

• What measured visibility pattern and review priority does Charles Schwab have in Online Stock Brokers?

Charles Schwab recorded 588 mentions (99.49%) and 530 recommendations (89.68%) across 591 answers included in the benchmark. Top 3 placements numbered 481; first-place recommendations numbered 97. Framing among its mentions was 539 positive, 40 neutral and 9 negative.

From October 2026 to November 2026, Charles Schwab's mention count fell from 662 to 588, while its recommendation count fell from 560 to 530. The recommendation rate was 83.33% and 89.68% respectively.

AI answers contained 4 conflicting claims about Charles Schwab: 0 critical, 0 high, 3 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://schwab.com/compare-us.

Selected third-party review candidate: https://thecollegeinvestor.com/21317/best-online-stock-brokers/.

Charles Schwab has near-total reach and strong endorsement, with a substantial share of top-three positions but fewer first-place ones than its main rival. The gap between being shortlisted and being the leading pick is the useful distinction here.

The recorded asset figure conflict and the beginner-versus-intermediate positioning conflict are both checkable. We would propose verifying the asset statement against current primary disclosures and clarifying the intended audience positioning, then a page brief for the comparison page and a review of the college-investor publisher page.

Interactive Brokers

Questions This Section Answers

• What measured visibility pattern and review priority does Interactive Brokers have in Online Stock Brokers?

Interactive Brokers recorded 544 mentions (92.05%) and 505 recommendations (85.45%) across 591 answers included in the benchmark. Top 3 placements numbered 370; first-place recommendations numbered 43. Framing among its mentions was 513 positive, 31 neutral and 0 negative.

From October 2026 to November 2026, Interactive Brokers' mention count fell from 583 to 544, while its recommendation count fell from 520 to 505. The recommendation rate was 77.38% and 85.45% respectively.

AI answers contained 10 conflicting claims about Interactive Brokers: 0 critical, 0 high, 4 medium, 6 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://interactivebrokers.com/.

Selected third-party review candidate: https://investopedia.com/best-online-brokers-4587872.

Interactive Brokers appears in most answers and is recommended in the large majority, with a solid share of top-three positions but relatively few first-place ones. Its profile is broad presence with moderate leadership, and the many recorded claim conflicts add an accuracy risk on top of that.

We would propose a prioritized fact-check of the margin-rate statements, since several answers give different figures, followed by a page brief for the selected owned page and a review of the Investopedia publisher page.

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 Stock Brokers?

Build a scorecard that records each company's mentions, recommendations and placements as separate columns, with the answer sample and collection method noted beside them. This gives the client a traceable baseline rather than a single blended score.

Document how future snapshots will be collected so later comparisons can state their limits honestly. Assign an owner and review status to each record.

Step 2. Verify disputed facts

Questions This Section Answers

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

AI answers contained 31 conflicting claims across 9 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Work through the recorded claim conflicts company by company, starting with the high-severity items for Webull and Vanguard. For each, confirm the entity, the date and the primary source before deciding whether a correction is warranted.

Keep ambiguous company matches out of the correction queue. Record each outcome as confirmed, no change needed, or still unresolved, so the client can see what was checked rather than only what was changed.

Step 3. Review owned pages

Questions This Section Answers

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

Turn the selected owned pages into page briefs that state the question each page should answer and the facts that need verification first. Briefs are proposals for review, not instructions to edit.

Each brief should name the owner and the evidence required before any change. Current page contents must be checked directly, since the selection alone does not establish what a page says.

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 Stock Brokers?

Prepare source-review packages for the selected third-party pages, pairing each with the specific claims that need checking. Verify the page's current contents and the relevant facts before drafting any request.

Requests should be framed as evidence-backed questions rather than assertions of error. Track requests and responses separately from any later change in answer results.

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 Stock Brokers?

Draft buyer-question content from the questions actually observed in the research, focusing on the topics where companies are consistently named. These briefs support the client's own content work rather than promising answer changes.

Measure again with a fresh scorecard and report completed work separately from answer outcomes, noting the sample comparability limit each time.

Third-party authority and citation opportunities

Questions This Section Answers

• Which cited publisher pages support targeted source review in Online Stock Brokers?

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 should be prioritized by how often each page is cited and how many of the client's target companies it covers. The online-brokers page and the Investopedia brokers page stand out on citation appearances, while several others cover only one or two companies.

Citation frequency does not show that a page influenced an answer, and a citation is not evidence of an error. Each page needs its current contents verified before any request is drafted, and requests should be tied to specific checkable claims.

We would propose starting with the pages that cover the most relevant companies and carry the most recorded claim conflicts, then working outward.

What we'd prioritize first

Start with the baseline scorecard and the fact-review register, because several company sections depend on resolving disputed claims before any page or publisher work can be justified. The high-severity Webull and Vanguard items come first, followed by the ownership and asset-figure conflicts.

Next, prepare page briefs for the selected owned pages and evidence-backed requests for the most-cited publisher pages. Keep confirmed edits, no-change decisions and outstanding requests in separate records.

Finally, draft buyer-question content and run a fresh scorecard, reporting completed work apart from measured answer outcomes.

Methodology and conclusion

Questions This Section Answers

• What do the Online Stock Brokers 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 591 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 4926 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:

Reliable results for July 2026 are unavailable. This is a gap in the history, not a result of zero.

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

The visibility figures describe how often each company was mentioned, recommended and placed within the included answers. Recommendations require both an endorsement and positive wording, and top-three and first-place counts sit inside those recommendations rather than adding to them. An answer can cover several companies, so company counts do not sum to a number of answers.

The monthly samples differ, so comparisons show how recorded results changed without establishing why. The collection dates for the original answers are unverified, and the current contents of cited pages and disputed claims still need independent checking.

Proposed next steps are a baseline scorecard, a scoped fact-review register, page and source briefs, and a later measurement pass. None of this guarantees a change in answer results.