Real ChatGPT answer · index seedP70CVeEMTb4completeParenting and family · family financesinformational
What are the pros and cons of using a robo-advisor versus a standard three-fund portfolio at Vanguard for a busy parent watching every dollar?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the pros and cons of using a robo-advisor versus a standard three-fund portfolio at Vanguard for a busy parent watching every dollar?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Vanguard Digital Advisor advisory fee 0.20% 0.25% minimum investment official 2026 three fund portfolio expense ratios Vanguard Google ↗
Vanguard Digital Advisor features automatic rebalancing tax loss harvesting official Google ↗
- Robo-Advisor - Automated Investing Services · investor.vanguard.com
- Our unwavering commitment to you · corporate.vanguard.com
- Robo-Advisor - Automated Investing Services · investor.vanguard.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vanguard Digital Advisor advisory fee 0.20% 0.25% minimum investment official 2026 three fund portfolio expense ratios Vanguard OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Vanguard Digital Advisor features automatic rebalancing tax loss harvesting official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |