comparing vanguard index funds to robo advisors like betterment which option is more cost effective for a busy entrepreneur saving for college
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
comparing vanguard index funds to robo advisors like betterment which option is more cost effective for a busy entrepreneur saving for college
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 index fund expense ratios official Vanguard 529 college savings plan fees Google ↗
Betterment pricing annual advisory fee official 2026 college savings 529 account Google ↗
- Betterment's Pricing · betterment.com
- Betterment Fee Disclosure · betterment.com
- Vanguard 529 Portfolio List · investor.vanguard.com
- College savings plans: Finding what works for you · investor.vanguard.com
- How much do 529 plans cost? · consumerfinance.gov
- 529 Education Savings Disclosure · betterment.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vanguard index fund expense ratios official Vanguard 529 college savings plan fees OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Betterment pricing annual advisory fee official 2026 college savings 529 account OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |