Robinhood vs Vanguard
AI visibility head-to-head, Online Brokers & Investing — run #77 (2026-08-01). Vanguard leads with statistical confidence (non-overlapping 95% CIs).
Robinhood
22.5
95% CI20.0–24.8
Industry rank#5
perplexity17.8
openai-search18.7
google-search34.3
anthropic20.4
google36.8
openai18.9
vs
Vanguard · leads
30.3
95% CI27.8–32.7
Industry rank#3
perplexity22.8
openai-search28.9
google-search33.7
anthropic26.4
google36.8
openai29.4
By question type
Share of answers mentioning each brand, split by the intent behind the question. The panel asks 10 prompts of each type, so a lead here shows where one brand wins — not just that it wins overall.
| Question type | Robinhood | Vanguard |
|---|---|---|
| Recommendations “What's the best option for me?” | 39% | 43% |
| Comparisons “How do the top options stack up?” | 11% | 11% |
| Ready to buy “Which one should I actually get?” | 10% | 26% |
| Problem-solving “I have this problem — what fixes it?” | 18% | 35% |
| Informational “How does this kind of product work?” | 24% | 19% |
Bold marks the higher point estimate; the headline verdict above uses non-overlapping confidence intervals. Methodology
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