Vanguard AI Visibility Market Strategy Report - Roth IRAs

Answer Capsule

Vanguard holds 65.1% valid recommendation coverage in the Roth IRAs category in October 2026, placing it fourth among ten tracked brands and well behind category leader Fidelity at 90.3%. Vanguard is visible in 75.1% of qualified AI answers but converts that presence into a top-three recommendation only 38.8% of the time and a first-position recommendation just 2.3% of the time. The brand is appearing in fewer answers overall while placing higher when it does appear, a divergence worth watching. The clearest opportunity sits in converting its substantial reference presence into primary recommendation placement, particularly on platforms where it is mentioned but rarely chosen first.

Who This Report Is For

This report is for Vanguard's brand, growth, and digital strategy teams, and for category analysts tracking how retirement and brokerage brands are recommended inside AI-generated answers.

Report Card

Executive Summary

Questions This Section Answers

• How large is the gap between Vanguard's presence in Roth IRA answers and its recommendation placement?
• Which platforms show the strongest and weakest recommendation signals for Vanguard?
• What is the central AI visibility challenge facing Vanguard in this category?

Vanguard holds a strong presence position in the Roth IRAs category but a comparatively weak recommendation position. The brand appeared in 75.1% of qualified AI answers in October 2026, the fourth-highest presence rate in the tracked set, yet its valid recommendation coverage of 65.1% places it fourth overall and more than 25 points behind Fidelity at 90.3%. The gap between presence and recommendation is the defining feature of Vanguard's position: AI systems reference the brand frequently, but they do not consistently place it in the buyer shortlist.

The brand's top-three recommendation rate of 38.8% is meaningfully higher than its rank-one rate of 2.3%. This means Vanguard is often included as a secondary or tertiary option but is rarely the first brand AI systems name. Fidelity, by contrast, holds a 57.9% rank-one rate, and Charles Schwab holds 23.4%. Vanguard's first-position strength is roughly one twenty-fifth of Fidelity's.

Sentiment framing is positive. Vanguard recorded 344 positive mentions, 40 neutral mentions, and 5 negative mentions across 389 total mentions, producing a net sentiment score of 0.8715. The brand is not being framed negatively; it is being framed as a valid option that is not the primary recommendation.

The strongest platform signal for Vanguard is Google AI Overviews, where it holds 62.2% valid recommendation coverage and a 40.7% top-three rate. The weakest platform signal is Copilot, where valid recommendation coverage sits at 68.2% but rank-one rate is 0.0%, meaning Vanguard is recommended on Copilot but never as the first choice. Perplexity shows a similar pattern with a 64.8% coverage rate and a 5.7% rank-one rate.

The clearest gap is recommendation conversion at the top of the shortlist. Vanguard is present, positively framed, and frequently included, but it is not being selected first. That is a recommendation-stage visibility problem, not a presence problem.

A high-severity factual inconsistency was detected across Copilot and Perplexity regarding Vanguard's Roth IRA account minimum. This inconsistency is detailed in the AI Response Inconsistency Alerts section below.

What Vanguard Is Winning

Questions This Section Answers

• Where does Vanguard actually outperform competitors in AI answers about Roth IRAs?
• How does Vanguard's sentiment in AI mentions compare with its recommendation placement?
• Which platform provides Vanguard's strongest performance signal?

Vanguard's clearest win is its presence rate. At 75.1%, the brand appears in three out of every four qualified AI answers about Roth IRAs. That is a strong public evidence layer and indicates that AI systems have substantial retrievable material about the brand.

The second win is top-three placement relative to mid-tier competitors. Vanguard's 38.8% top-three rate is nearly five times higher than Robinhood's 25.3% and more than four times higher than E*TRADE's 7.7%. Among brands outside the top two, Vanguard holds the strongest top-three position by a wide margin.

The third win is sentiment framing. With a net sentiment score of 0.8715 and only 5 negative mentions across 389 total, Vanguard is not being framed as a cautionary option. The brand is being described positively or neutrally in nearly every mention.

The fourth win is Google AI Overviews performance. Vanguard holds 62.2% valid recommendation coverage and a 40.7% top-three rate on that platform, making it the strongest single-platform signal in the dataset for the brand.

These wins are real but narrow. Vanguard is winning presence and inclusion, not selection.

Where Vanguard Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Why is Vanguard rarely the first brand named in AI Roth IRA recommendations?
• What happened to Vanguard's presence rate between July and October 2026?
• How could the account minimum inconsistency affect recommendation confidence on pricing-sensitive Roth IRA prompts?

The primary gap is rank-one recommendation. Vanguard holds a 2.3% rank-one rate across all platforms. Fidelity holds 57.9%, and Charles Schwab holds 23.4%. Even Robinhood, which has lower overall coverage, holds a 4.2% rank-one rate. Vanguard is being recommended, but it is almost never the first brand named.

The second gap is Copilot. Vanguard holds 68.2% valid recommendation coverage on Copilot but a 0.0% rank-one rate. The brand is included in recommendation sets on that platform but never selected first. This is a recommendation conversion gap, not a presence gap.

The third gap is the presence decline. Vanguard's raw mention presence rate fell 5.8 points from July 2026 to October 2026, from 80.9% to 75.1%. This is a significant decline. The brand is appearing in fewer answers overall, even as its top-three rate improved. If the presence decline continues, the top-three gains may not hold.

The fourth gap is the account minimum inconsistency. Copilot and Perplexity provided conflicting information about whether Vanguard requires a minimum to open a Roth IRA. This kind of factual inconsistency can suppress recommendation confidence, particularly on pricing-sensitive prompts.

Compared to Fidelity, Vanguard is present in a similar share of answers but is selected first at a fraction of the rate. The gap is not about being known. It is about being chosen.

Biggest Opportunity

Questions This Section Answers

• On which platforms can Vanguard most realistically convert its existing Roth IRA presence into first-position recommendations?
• How does the citation and evidence layer connect to Vanguard's rank-one recommendation gap?

Vanguard's biggest opportunity is converting its existing presence into first-position recommendations on Copilot and Perplexity. On Copilot, the brand holds 68.2% valid recommendation coverage but a 0.0% rank-one rate. On Perplexity, it holds 64.8% coverage and a 5.7% rank-one rate. These are platforms where Vanguard is already being recommended but is not being selected first.

The path to closing this gap runs through the citation and evidence layer. The account minimum inconsistency on Copilot and Perplexity suggests that source material about Vanguard's Roth IRA requirements is conflicting or unclear. Resolving that inconsistency and ensuring that authoritative, current, and consistent source material is retrievable could improve recommendation confidence on those platforms.

This is a recommendation-stage visibility opportunity, not a presence opportunity. Vanguard does not need to be mentioned more often. It needs to be chosen first more often when it is mentioned.

Competitive Landscape

Questions This Section Answers

• How does Vanguard's top-three and rank-one performance compare with Fidelity and Charles Schwab?
• Where does Vanguard typically appear when AI systems recommend Roth IRA providers?
• Which competitors hold recommendation-stage strength ahead of Vanguard in the category?

Fidelity and Charles Schwab hold recommendation-stage strength in the Roth IRAs category, with Fidelity leading on both top-three and rank-one rates. Vanguard sits in the middle tier, ahead of E*TRADE, SoFi, and the smaller brands but well behind the two leaders on first-position strength.

Average recommended rank covers rank-eligible recommendations only.

Vanguard's 38.80% top-three rate places it third in the category, but its 2.32% rank-one rate places it fourth, behind Robinhood. The average recommended rank of 3.77 confirms that when Vanguard is recommended, it typically appears in the third or fourth position rather than at the top of the shortlist.

AI Response Inconsistency Alerts

Questions This Section Answers

• What conflicting information did Copilot and Perplexity provide about Vanguard's Roth IRA account minimum?
• Which sources contributed to the conflicting account minimum claims?
• Why does the account minimum inconsistency matter for Vanguard's AI recommendation visibility?

One high-severity factual inconsistency was detected for Vanguard across two AI platforms: Copilot and Perplexity. The conflict concerns Vanguard's Roth IRA account minimum.

When asked "What is the best place to open a Roth IRA?", Perplexity stated that Vanguard has "no minimums," citing NerdWallet, SmartAsset, and Investopedia as sources. Copilot, responding to the same question, stated that Vanguard requires a "$1,000 minimum," citing Business Insider, Young and the Invested, and GrokTrade as sources. Vanguard cannot both have no account minimum and require $1,000 to open a Roth IRA.

The flagged sources include a Business Insider page that contains both claims in close proximity, with an excerpt reading "Account Minimum $1,000 ... No minimums or fees and certified financial planner access with SoFi Plus." This suggests the source page may be conflating Vanguard's requirements with another provider's terms. An Investopedia page cited by Perplexity states "No Roth IRA account fees or minimums to open," supporting the no-minimum claim. A GrokTrade page cited by Perplexity references Fidelity's no-minimum policy, which may be contributing to cross-brand confusion in the source layer.

This inconsistency matters because account minimum is a pricing-sensitive attribute that buyers weigh when choosing a Roth IRA provider. When AI platforms provide conflicting information about a brand's minimum, recommendation confidence may be suppressed, particularly on prompts where cost or accessibility is a deciding factor.

Prompt Evidence

Perplexity / Brand Recommendation

Prompt: "What is the best place to open a Roth IRA?"

Result: Perplexity stated Vanguard has no account minimums, citing NerdWallet, SmartAsset, and Investopedia, while Copilot stated Vanguard requires a $1,000 minimum, citing Business Insider and other sources.

Copilot / Brand Recommendation

Prompt: "What is the best Roth IRA right now?"

Result: Vanguard was included in the recommendation set with 68.2% valid recommendation coverage on Copilot, but its rank-one rate on that platform is 0.0%, meaning it was never selected first.

Google AI Overviews / Brand Recommendation

Prompt: "What is the best Roth IRA to open?"

Result: Vanguard appeared with 62.2% valid recommendation coverage and a 40.7% top-three rate on Google AI Overviews, its strongest platform signal in the dataset.

ChatGPT / Brand Recommendation

Prompt: "What brokerage account is the best?"

Result: Vanguard held 74.0% valid recommendation coverage on ChatGPT but a 0.0% rank-one rate, appearing in recommendation sets without being selected first.

What CiteWorks Studio Would Do Next

Phase 1: AI Visibility Market Discovery Audit Map every prompt where Vanguard is mentioned but not recommended first, and identify which competitors are taking the primary position on those prompts.

Phase 2: Recommendation Readiness Plan Prioritize the Copilot and Perplexity account minimum inconsistency and define the correct, current, and consistent answer for Vanguard's Roth IRA requirements.

Phase 3: Owned Answer Layer Buildout Build or update owned pages that clearly state Vanguard's Roth IRA account minimum, fee structure, and eligibility so AI systems have an authoritative source to retrieve.

Phase 4: Citation / Authority Layer Development Identify which third-party sources AI platforms are citing for Vanguard's Roth IRA terms and work to correct or supplement conflicting source material.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track Vanguard's rank-one rate, top-three rate, and presence rate month over month to confirm whether recommendation conversion improves as source consistency improves.

Why This Matters

AI presence alone is not enough. Vanguard is mentioned in three out of four qualified AI answers about Roth IRAs, but it is selected first only 2.3% of the time. Buyers who ask AI systems for a Roth IRA recommendation are seeing Vanguard as an option, not as the answer.

The next move is targeted correction of the prompt, page, and citation layers. The account minimum inconsistency on Copilot and Perplexity is a concrete example of how conflicting source material can undermine recommendation confidence. Resolving that inconsistency and ensuring that authoritative, current, and consistent source material is retrievable is the clearest path from reference to recommendation.

Core Metrics

Sentiment Score

Sentiment Score = (positive mentions × 1 + neutral mentions × 0 + negative mentions × -1) / total mentions

For Vanguard in October 2026: (344 × 1 + 40 × 0 + 5 × -1) / 389 = 339 / 389 = 0.8715.

This score matters because unclassified mention counts are misleading. A brand that appears in 389 answers but is framed negatively in a third of them is in a different position than a brand with the same mention count and no negative framing. Vanguard's 0.8715 score indicates that the vast majority of its mentions are positive or neutral.

Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility, and Vanguard's classified sentiment is strong.

Sentiment by Platform

Methodology

1. This report is a benchmark-based analysis of Vanguard's AI recommendation visibility in the Roth IRAs category for October 2026. It is not a client result and does not imply that any action by CiteWorks Studio caused the observed outcomes.
2. The reporting window is October 2026, with comparison data from July 2026, August 2026, and September 2026 where available.
3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Mode, and Google AI Overviews.
4. The qualified benchmark set contains 518 observations in October 2026, down from 697 in July 2026. Brand-level percentages use the qualified set as the denominator, not the 800 raw prompts collected.
5. Ten companies were tracked in the competitor universe: Betterment LLC, Charles Schwab, E*TRADE, Fidelity, M1 Finance, Merrill Edge, Robinhood, SoFi, Vanguard, and Wealthfront Corporation.
6. One public high-intent cluster had sufficient data in October 2026: Brand Recommendation (C01). The Pricing & Value and Multi-Brand Comparison clusters had no qualified observations.
7. Stage 0 extraction retained the query, AI platform, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources.
8. A mention is counted when Vanguard appears in a qualified AI answer, regardless of recommendation status.
9. A valid recommendation is counted when Vanguard appears in a valid recommendation shortlist, as marked by the dataset. Negative, neutral, cautionary, and listed-only mentions are not counted as valid recommendations.
10. Top-three rate and rank-one rate are calculated against the qualified observation set. Average recommended rank covers rank-eligible recommendations only.
11. The account minimum inconsistency was detected across Copilot and Perplexity with high severity and high confidence. It is reported as a factual conflict, not as a verified error by any single platform.
12. Entity labels changed within the series. Betterment, Betterment LLC, Wealthfront, and Wealthfront Corporation appear as distinct series. The zero readings on the original labels and the first appearances of the new labels occur in the same month and should be read together.

See How AI Is Recommending Your Brand

The public benchmark shows where Vanguard stands in AI recommendations across the Roth IRAs category. A company-level AI visibility audit maps the specific prompts, competitors, and sources shaping those recommendations into a prioritized strategy. If you want to see which prompts Vanguard is winning, which competitors are taking the primary recommendation when Vanguard is mentioned, and which sources AI platforms are citing, an AI visibility audit can show you the mechanism behind the numbers.