Robo-advisors: 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 1-13 OF 13

M1 Finance AI Visibility Market Strategy Report - Robo-Advisors
See where M1 Finance AI Visibility appears, earns recommendations, and loses visibility across AI search results for Robo-advisors.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

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

Acorns Grow Inc. AI Visibility Market Strategy Report - Robo-Advisors
Acorns Grow Inc. appears in AI answers about robo-advisors but is rarely shortlisted. The brand has positive framing, yet weak top-three placement and no.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Wealthsimple AI Visibility Market Strategy Report - Robo-Advisors
Wealthsimple appears in a few robo-advisor AI answers but rarely makes the shortlist. This case study shows where it is mentioned, where it is absent, and.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Vanguard AI Visibility Market Strategy Report - Robo-Advisors
Vanguard ranks third in robo-advisors for AI recommendation coverage, with strong shortlist presence but a low first-place rate.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

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

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

Charles Schwab AI Visibility Market Strategy Report - Robo-Advisors
Charles Schwab ranks second in robo-advisor recommendations, with strong shortlist presence but weaker first-place placement than Fidelity.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Fidelity AI Visibility Market Strategy Report - Robo-Advisors
Fidelity leads robo-advisor recommendations across major AI platforms, but a conflicting assets-under-management figure appears in different responses.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

SoFi AI Visibility Market Strategy Report - Robo-Advisors
SoFi’s October 2026 benchmark shows rising recommendation coverage in robo-advisors, but it still rarely ranks first.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Betterment AI Visibility Market Strategy Report - Robo-Advisors
Analysis of Betterment's position in the robo-advisor market, highlighting strong recommendation coverage, weaker rank-one pricing performance, and platform.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Wealthfront AI Visibility Market Strategy Report - Robo-Advisors
Wealthfront ranks second in robo-advisor AI recommendations, leading in rank-one placements but trailing Betterment in overall coverage, with gaps on Copilot.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis

Acorns AI Visibility Market Strategy Report - Robo-Advisors
June 2026 benchmark of Acorns in robo-advisors across six AI platforms shows strong mention visibility but weak recommendation conversion, especially in.
- 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.

