Real ChatGPT answer · index seedmU1VPUtzhEgcompleteFinance and banking · retirement accountscomparison
Evaluate Betterment automated investing costs versus managing my own ETF portfolio at Vanguard for my company retirement savings.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Evaluate Betterment automated investing costs versus managing my own ETF portfolio at Vanguard for my company retirement savings.
3 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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
Betterment investing pricing annual advisory fee 2026 official pricing Google ↗
Betterment 401(k) pricing employer plan participant fees official Google ↗
Vanguard ETF expense ratios VTI VXUS BND official fees Google ↗
- What are Betterment’s fees? · betterment.com
- Betterment's Pricing · betterment.com
- Vanguard ETF fees & minimums · investor.vanguard.com
- Vanguard Investment Products List · investor.vanguard.com
- Betterment at Work · betterment.com
- 401(k) Plans | Betterment at Work · betterment.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment investing pricing annual advisory fee 2026 official pricing OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Betterment 401(k) pricing employer plan participant fees official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Vanguard ETF expense ratios VTI VXUS BND official fees OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |