Roth IRAs: company visibility research
Read company-level analysis of mentions, recommendations, competitor comparisons, and cited sources within a defined research sample.
This is public research, not a client engagement and not an endorsement of any company named. Dates, samples, and limitations are documented in each report.
SHOWING 1-12 OF 12

Fidelity AI Visibility Market Strategy Report - Roth IRAs
See where Fidelity AI Visibility appears, earns recommendations, and loses visibility across AI search results for Roth IRAs.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

E*TRADE AI Visibility Market Strategy Report - Roth IRAs
See where E*TRADE AI Visibility appears, earns recommendations, and loses visibility across AI search results for Roth IRAs.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Merrill Edge AI Visibility Market Strategy Report - Roth IRAs
See where Merrill Edge AI Visibility appears, earns recommendations, and loses visibility across AI search results for Roth IRAs.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Vanguard AI Visibility Market Strategy Report - Roth IRAs
See where Vanguard AI Visibility appears, earns recommendations, and loses visibility across AI search results for Roth IRAs.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Charles Schwab AI Visibility Market Strategy Report - Roth IRAs
Charles Schwab is shortlisted in most Roth IRA AI answers but rarely chosen first. This benchmark compares platform performance, competitor gaps, and the.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

SoFi AI Visibility Market Strategy Report - Roth IRAs
SoFi is mentioned in over half of qualified AI answers for Roth IRAs, but it is recommended less often and rarely reaches top-three placement.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Wealthfront Corporation AI Visibility Market Strategy Report - Roth IRAs
Wealthfront Corporation appears in Roth IRA AI answers but rarely reaches the top three. This benchmark shows strong sentiment, weak shortlist placement, and.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Robinhood AI Visibility Market Strategy Report - Roth IRAs
Robinhood’s Roth IRA visibility rose in October 2026, with broad AI presence but limited top-three and rank-one placement.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

M1 Finance AI Visibility Market Strategy Report - Roth IRAs
M1 Finance ranked last in the Roth IRAs benchmark for October 2026, with 11.2% mention presence and 8.3% valid recommendation coverage.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Betterment LLC AI Visibility Market Strategy Report - Roth IRAs
Betterment LLC ranks low in AI Roth IRA recommendations despite strong positive sentiment. See where it appears, where it misses top-three placement, and which.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Wealthfront AI Visibility Market Strategy Report - Roth IRAs
Benchmark analysis of Wealthfront's position in the Roth IRA market across major AI platforms, highlighting visibility, recommendation gaps, platform.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Betterment AI Visibility Market Strategy Report - Roth IRAs
Betterment appears in 42.1% of AI responses for Roth IRAs but reaches the top three only 7.4% of the time, with its biggest gap in pricing and fees prompts.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
How to read these reports
Check the date and sample
Read the observation dates, questions, and platforms before comparing one report with another.
Separate a mention from a qualified recommendation
Being named in an answer is not the same as being recommended for a specific buying question.
Know what a public sample can answer
Public research frames the questions; a company-specific brief is agreed with you before any work starts.
Give your next visibility decision a clearer starting point.
We agree the questions, the platforms, the output, and the price before any work starts. We review every request manually and respond within one business day.

