How AI Search Is Recommending Online Financial Advisors: Monthly Trends

Executive Summary

Fidelity holds the coverage lead in October 2026 with 90.9% valid recommendation coverage, widening its gap over second-place Charles Schwab at 89.3% to 1.6 points. Both brands crossed into the highest coverage band the series has recorded, and Fidelity's rank-one rate of 57.0% (276 rank-one placements) keeps it the most frequently placed top recommendation in the category. The leadership structure is unchanged, but the spread at the top and the level both leaders reached are new for this series.

Charles Schwab was the strongest upward mover with coverage, rising 9.1 points from 80.2% in September 2026 to 89.3% in October 2026, its second consecutive significant monthly gain and the largest single-month move in the series. Its top-three rate rose to 74.8% and its rank-one rate to 16.7%. Fidelity rose 9.5 points over the same pair of months, from 81.4% to 90.9%. Empower, the category's three-month riser, added 0.1 points month over month to 21.7% and holds sixth position.

The sharpest decliner this month is Ellevest, down 0.1 points from 2.6% in September 2026 to 2.5% in October 2026, a move that sits inside the category's normal month-to-month variation. Zoe Financial also slipped slightly, down 0.6 points to 0.8%. Betterment, Wealthfront, and Facet Wealth remain at 0.0% under those tracked names, with coverage attributed to Betterment LLC, Wealthfront Corporation, and Facet respectively. No brand moved down by a significant margin in October 2026.

Against the full series, October 2026 is the second consecutive month of broad upward movement after a September 2026 that was shaped by a tracking change. Eight of the thirteen tracked entities are classified as significant risers from the July 2026 baseline. The category summary for the month is mixed: two brands stable, no significant decliners by movement, and wide gains concentrated at the top of the coverage table.

Each monthly run begins with 800 prompt-surface observations (525 unique questions in July 2026, 619 in October 2026) across the benchmark's defined AI/search surface universe. Of those, all 800 mentioned a tracked brand or competitor in each month; 763 were relevant and 37 were irrelevant in July 2026, compared to 606 relevant and 194 irrelevant in October 2026. The public metrics use the 671 qualified observations (July 2026) and 484 qualified observations (October 2026) that survive both qualification stages.

Key Findings

AI Response Inconsistency Alerts

Questions This Section Answers

• Where did AI platforms give conflicting answers about online financial advisors this month?
• Which service availability, asset figure, and account minimum claims could not both be true?

Three critical or high-severity factual inconsistencies were detected this month across four AI platforms. AI systems provided conflicting information about service availability, asset figures, and account minimums, and in each case the same question produced materially different answers depending on which platform answered it.

Ellevest

A critical inconsistency concerns the availability of Ellevest's automated investing service. When asked "What are the cons of Ellevest?", Google AI Overviews stated that Ellevest offers a digital robo-advisory service with a monthly subscription model of around $12 per month, citing the company's own site and third-party review pages. ChatGPT stated that as of April 10, 2025, Ellevest stopped offering its own automated investing service and that qualifying accounts were transferred to Betterment, referencing a NerdWallet review and the company's support pages. Both claims cannot be true simultaneously. Two sources flagged on the Google AI Overviews side, including a 2026 robo-advisor review and a CNBC review, described Ellevest in robo-advisor terms and referenced membership pricing tiers.

Fidelity

A high-severity inconsistency concerns assets under management. When asked "Who are the top 5 brokerage firms?", Google AI Overviews stated that Fidelity manages over $7.1 trillion in assets, citing US News Money and Investopedia pages. ChatGPT stated approximately $18.0 trillion in client assets, citing a Motley Fool research page and a Kiplinger comparison. The two figures cannot both describe the same measure. A source flagged on both sides, a Motley Fool page on the largest brokerage firms, contains both the $18.0 trillion figure and the $7.1 trillion figure alongside an account count dated December 31, 2025.

Vanguard

A high-severity inconsistency concerns account minimums. When asked "What is the best Bank to open a Roth IRA?", Perplexity stated that Vanguard typically offers no account minimums, citing a Money.com best-Roth-IRA page, an Investopedia ranking, and a Carry article on bank versus provider selection. Copilot stated that Vanguard has a $1,000 minimum, citing Business Insider personal finance pages and a broker comparison guide. A flagged source on the Copilot side suggests the minimum may vary by product rather than applying uniformly, referencing a $1,000 threshold for a Vanguard target retirement fund and a $3,000 threshold for Vanguard mutual funds.

Benchmark Context

Questions This Section Answers

• How did the qualified observation base change between July 2026 and October 2026?
• What share of answers took a recommendation shape versus a valid shortlist shape?

The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.

Benchmark-Level Metrics

The qualified-observation base and the mix of recommendation-shaped responses are the two most important context numbers for interpreting every coverage figure that follows.

The August 2026 intermediate month recorded 660 qualified observations, a 43.0% recommendation-shaped answer share, and a 76.7% valid recommendation shortlist share. September 2026 recorded 501 qualified observations, 40.1%, and 81.2% respectively. The qualified denominator has declined in each month of the series while the share of answers that take a recommendation and shortlist shape has risen, which changes the composition of the set the percentages are calculated against.

AI Recommendation Trend

Questions This Section Answers

• Which brands recorded their highest coverage of the series in October 2026?
• How much did the category leader and the second-place brand move across the series?

The Leaders Reach Their Highest Recorded Levels as the Reference Set Narrows

Fidelity and Charles Schwab both recorded their highest valid recommendation coverage of the series in October 2026, at 90.9% and 89.3%, while the qualified denominator fell to its lowest level. Vanguard held third position with a 9.9-point gain across the series. The category-level change reflects a combination of genuine upward movement across several brands and a reference set that has contracted since July 2026.

Fidelity and Charles Schwab each exceeded the category's normal month-to-month variation against the immediate prior month, on moves of 9.5 points and 9.1 points respectively. The movement in the middle of the table is a combination of smaller month-over-month changes accumulating across the series, including Empower's 0.1-point October gain after a 11.2-point September gain, and SoFi's 3.9-point October gain after 9.0 points in September.

What Changed This Month

Questions This Section Answers

• Which brands produced the largest month-over-month coverage moves in October 2026?
• What separated Fidelity and Charles Schwab from the rest of the top of the table?

Fidelity: Lead Widens as Rank-One Placements Hit a Series High

Fidelity's valid recommendation coverage rose from 81.4% in September 2026 to 90.9% in October 2026, a 9.5-point month-over-month gain and a 7.0-point gain from 83.9% in July 2026. That mid-series dip and rebound is the sharpest two-month swing at the top of the table. The brand was recommended in 440 of the 484 qualified observations in October 2026, compared with 408 of 501 in September.

Rank-one placements rose from 213 to 276, a 57.0% rate, and the top-three rate rose from 59.9% to 83.1%. The absolute rank-one count grew even as the qualified denominator shrank by 17 observations.

The distinction is that Fidelity widened its lead on two measures at once: coverage over the second-place brand and the frequency with which it is the single top recommendation. Its raw mention presence was already near the ceiling at 99.8%, so the movement is concentrated in placement quality rather than in whether the brand appears at all.

Highest-priority diagnostic: Which prompt sets and surface families produced the 9.5-point October gain, and whether the 57.0% rank-one rate holds when the qualified denominator changes again.

Charles Schwab: Second Consecutive Significant Gain

Charles Schwab's valid recommendation coverage rose from 80.2% in September 2026 to 89.3% in October 2026, a 9.1-point month-over-month gain and an 8.5-point gain from 80.8% in July 2026. This is the second consecutive month in which the benchmark recorded significant movement for the brand, producing a two-month upward streak. The brand was recommended in 432 of the 484 qualified observations in October 2026, compared with 402 of 501 in September.

The top-three rate rose from 51.5% to 74.8%, a 23.3-point month-over-month increase and a 27.7-point gain from 47.1% in July 2026. Rank-one placements rose from 52 to 81, an 8.5-point gain in rate terms from 8.2% in July 2026.

The distinction is that Charles Schwab's coverage gain is now matched by a top-three gain of similar magnitude, meaning the brand is not only being recommended more often but is being placed near the top of the shortlist more often. Its raw mention presence rose modestly, from 94.8% in July 2026 to 97.9% in October 2026, so the placement shift is larger than the presence shift.

Highest-priority diagnostic: Whether the top-three increase is concentrated in a subset of prompts or spread across the reference set, and which competitor is displaced when the brand enters the top three.

Vanguard: Steady Three-Month Advance to Third Position

Vanguard's valid recommendation coverage rose from 78.6% in September 2026 to 85.5% in October 2026, a 6.9-point month-over-month gain and a 9.9-point gain from 75.6% in July 2026, its third consecutive monthly increase. The brand was recommended in 414 of the 484 qualified observations in October 2026. Its top-three rate rose from 43.7% in September 2026 to 64.0% in October 2026, and rank-one placements rose from 16 to 36.

Two of the three conflicts reported by AI systems about tracked brands concern Vanguard and Fidelity product facts rather than recommendation outcomes, which is a separate signal from coverage. Recommendation credit and factual consistency are distinct measures, and a brand can gain on one while AI systems disagree about the other.

The distinction is that Vanguard's coverage gains have been gradual rather than episodic, and its rank-one rate remains well below the two brands ahead of it at 7.4%.

Highest-priority diagnostic: Whether the 20 additional rank-one placements in October come from prompts where the brand previously placed second or third.

SoFi and Empower: The Mid-Tier Momentum Continues

SoFi's valid recommendation coverage rose from 38.7% in September 2026 to 42.6% in October 2026, a 3.9-point month-over-month gain and a 14.0-point gain from 28.6% in July 2026, its third consecutive monthly increase. The month-over-month move sits inside the category's normal variation, while the full-series move is significant. The brand was recommended in 206 of the 484 qualified observations in October 2026, with a top-three rate of 9.5% (46 placements) and a rank-one rate of 1.7% (8 placements). Its raw mention presence rose from 35.0% in July 2026 to 47.1% in October 2026.

Empower's valid recommendation coverage rose from 21.6% in September 2026 to 21.7% in October 2026, a 0.1-point month-over-month change and a 13.6-point gain from 8.1% in July 2026. Its three-month upward streak is intact, but October was a pause rather than an advance. The brand was recommended in 105 of the 484 qualified observations in October 2026. Its raw mention presence rose from 10.7% in July 2026 to 27.7% in October 2026 and its top-three rate from 1.5% to 6.6%.

The distinction is that SoFi's October gain came while Empower's stalled, even though both brands carry three-month upward streaks and similar series-level percentage gains. Rank-one placement remains thin for both, at 8 placements for SoFi and 4 for Empower.

Highest-priority diagnostic: Which prompts drove SoFi's continued October advance, and whether Empower's flat month reflects a plateau or a pause between collection windows.

Betterment LLC, Wealthfront Corporation, and Facet: Second Month Under New Tracking Names

Betterment LLC recorded 31.9% coverage in September 2026 and 37.6% in October 2026, a 5.7-point month-over-month gain that sits just inside the category's threshold for significance. Wealthfront Corporation recorded 12.6% in September 2026 and 14.9% in October 2026, a 2.3-point gain. Facet recorded 10.6% in September 2026 and 11.2% in October 2026, a 0.6-point gain. All three now carry two-month upward streaks under their current tracked names.

The entities they replaced, tracked as Betterment, Wealthfront, and Facet Wealth, remain at 0.0% in October 2026, as they were in September 2026. The series shows Betterment at 76.0% in July 2026 and 73.9% in August 2026 before the change, and Wealthfront at 62.3% and 55.8% over the same pair of months.

The distinction is that the new entities now have a second observation, which establishes direction but not yet a comparable history. The coverage levels recorded under Betterment LLC, Wealthfront Corporation, and Facet are materially lower than the pre-change figures under the prior names, and the benchmark has recorded widening gaps between the prior and successor entities in every month of the series.

Highest-priority diagnostic: Whether the two-month gains under the new tracked names are converging toward the levels recorded under the prior names, or whether the naming change captured a different set of prompts.

Ellevest and Zoe Financial: Small-Count Stability

Ellevest's valid recommendation coverage moved from 2.6% in September 2026 to 2.5% in October 2026, a 0.1-point decline, and from 1.5% in July 2026, a 1.0-point gain across the series. The brand was recommended in 12 of the 484 qualified observations in October 2026, a small absolute base. Its raw mention presence moved from 1.8% in July 2026 to 3.1% in October 2026.

Zoe Financial's valid recommendation coverage moved from 1.4% in September 2026 to 0.8% in October 2026, a 0.6-point decline, and from 1.6% in July 2026, a 0.8-point decline across the series. The brand was recommended in 4 of the 484 qualified observations in October 2026. Its raw mention presence fell from 2.1% in July 2026 to 0.8% in October 2026.

The distinction is that both brands operate on absolute counts small enough that a single observation moves the percentage by roughly two-tenths of a point. Neither moved beyond the category's normal month-to-month variation. Ellevest is also the subject of one of this month's reported AI response inconsistencies, on whether its automated investing service is currently offered, which concerns prompt-level factual accuracy rather than recommendation placement.

Highest-priority diagnostic: For Ellevest, whether the conflicting service-availability answers appear in the same prompt set that produces its 12 valid recommendations. For Zoe Financial, whether the 4 valid recommendations in October come from adjacent prompt types.

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters produced qualified observations in October 2026?
• What commercial questions about pricing and head-to-head comparison can the benchmark not yet answer?

In October 2026, all 484 qualified observations fell into the Brand Recommendation cluster. The Pricing & Value and Multi-Brand Comparison clusters carried no qualified observations, consistent with every month of the series. The public benchmark can measure which brands AI systems name when asked directly for an advisor, but it cannot answer commercial questions about perceived price, perceived value, or outcomes in head-to-head comparison. Those questions remain open for company-level analysis, and this month's report of a pricing inconsistency on Vanguard account minimums and a factual inconsistency on Fidelity asset figures shows that pricing and factual claims are being made in AI answers even where the benchmark does not yet qualify observations for them.

Brand Opportunity Summary

Questions This Section Answers

• Which brands carried the strongest or weakest signals in October 2026?
• What is the highest-priority diagnostic for each tracked brand?

The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.

Evidence Behind the Benchmark

The aggregate metrics are built from prompt-level observations (query, surface, recommendation outcome, rank, sentiment, and citations where exposed). Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns. Source presence is not automatically treated as proof of causation.

About This Benchmark

This report is part of the LLM Authority Index AI Visibility Market Discovery research program.

• AI Visibility Industry Market Methodology
• AI Visibility Industry Market Metrics
• AI Visibility Industry Market Standards

Report-Specific Interpretation Notes

• Qualified denominator vs raw collection: All coverage percentages are calculated against the 484 qualified observations in October 2026, not the 800 collected prompts. The qualified denominator has declined from 671 in July 2026, to 660 in August 2026, to 501 in September 2026, and to 484 in October 2026.
• Small-count movements: Ellevest (12 valid recommendations) and Zoe Financial (4 valid recommendations) operate on absolute counts small enough that a single observation moves their coverage percentage by roughly two-tenths of a point. Their readings should be interpreted at that scale.
• Tracking continuity: Betterment, Wealthfront, and Facet Wealth remain at 0.0% in October 2026. Coverage is attributed to Betterment LLC, Wealthfront Corporation, and Facet, which now carry two months of observations under their current names. The prior-name series does not continue.
• Directional analysis: Month-over-month movement identifies changes worth investigating; it does not by itself establish the cause of those changes, particularly when the qualified denominator and brand tracking definitions shift between months.

Next Step

The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.

The aggregate percentages answer how much, not why. Beneath Fidelity's 90.9% coverage, Charles Schwab's 9.1-point October gain, and Vanguard's 36 rank-one placements are specific questions: which high-intent prompts are won, which competitor takes the recommendation when a brand loses, what attributes AI associates with each option, and which external sources shape those answers. This month's three reported inconsistencies add a further layer, since AI systems offered conflicting accounts of Ellevest's service availability, Fidelity's asset figures, and Vanguard's account minimums, and those answers are being surfaced to buyers alongside the recommendations.

A company-specific AI visibility audit maps the prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It identifies the fastest opportunities for improvement and the most material risks, including where AI answers disagree with each other or with a brand's own position.

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