Real ChatGPT answer · index seedSMN7F5hWJ6QcompleteFinance and banking · investing and brokeragescomparison
how do Vanguard digital advisor fees stack up against Betterment when managing a twenty thousand dollar portfolio of index funds
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
how do Vanguard digital advisor fees stack up against Betterment when managing a twenty thousand dollar portfolio of index funds
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 annual gross net advisory fee 2026 minimum account Google ↗
Betterment pricing digital investing annual fee 0.25% $4 monthly 2026 Google ↗
- Vanguard Investment Advice Services · investor.vanguard.com
- What are Betterment’s fees? · betterment.com
- Betterment's Pricing · betterment.com
- vanguard-digital-advice-brochure.pdf · personal1.vanguard.com
- How does Betterment calculate management fees? · betterment.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 annual gross net advisory fee 2026 minimum account OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Betterment pricing digital investing annual fee 0.25% $4 monthly 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |