How AI answer engines name Wealthfront
Data through October 19, 2026
Across 1,234 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Consumer Finance between May 10, 2026 and October 19, 2026, Wealthfront was named in 182 (14.7%).
Last 28 days: named in 0 of 504 answers in its home categories (0.0%), level with the 28 days before.
By engine
Answers each engine gave to buyer questions about Consumer Finance and Fintech, and how many of them named Wealthfront.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 45 | 665 | 6.8% |
| Claude | 42 | 665 | 6.3% |
| Gemini | 57 | 665 | 8.6% |
| Perplexity | 42 | 665 | 6.3% |
| Google AI Mode | 1 | 119 | 0.8% |
| Google AI Overviews | 1 | 40 | 2.5% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 13 | 389 | 3.3% |
| Ranked list | 56 | 384 | 14.6% |
| Head-to-head | 112 | 389 | 28.8% |
| Is it worth it | 0 | 388 | 0.0% |
| How to choose | 0 | 385 | 0.0% |
| Problem first | 1 | 384 | 0.3% |
| News | 6 | 500 | 1.2% |
Named first
When an answer named Wealthfront alongside another brand in this record, it was named first in 12 of 23 (52.2%).
Named alongside
- Ally: named together in 16 answers
- Capital One: named together in 12 answers
- Stripe: named together in 2 answers
- Databricks: named together in 1 answers
Sources the engines cited when they named Wealthfront
Domains cited in answers that named Wealthfront, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| unbiased.com | 90 |
| nerdwallet.com | 81 |
| youtube.com | 57 |
| reddit.com | 49 |
| frec.com | 35 |
| iwillteachyoutoberich.com | 32 |
| betterment.com | 31 |
| moneywise.com | 27 |
| finder.com | 24 |
| investopedia.com | 23 |
Wealthfront's own site (wealthfront.com) was cited in 61 of 188 (32.4%).
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Consumer Finance | 182 | 1,234 | 14.7% |
| Fintech | 6 | 1,585 | 0.4% |
Para Labs research that names Wealthfront
How this is measured
Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.
A brand appears only once it has been named in at least 10 answers on 7 separate days.
A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.
Categories are the Index's buyer-question categories.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Wealthfront?
ChatGPT named Wealthfront in 45 of 665 answers (6.8%) to buyer questions about Consumer Finance and Fintech between May 10, 2026 and October 19, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Wealthfront.
Which sources do AI engines cite when they mention Wealthfront?
The domains cited most often in answers that named Wealthfront were unbiased.com (90 answers), nerdwallet.com (81 answers) and youtube.com (57 answers).
Which AI engine names Wealthfront most often?
Gemini, at 8.6%: it named Wealthfront in 57 of 665 answers to buyer questions about Consumer Finance and Fintech.