Real ChatGPT answer · index seedZkPZLL2ElSMcompleteFinance and banking · retirement accountsinformational
Is it cheaper to manage my own retirement funds using a low cost broker or pay Betterment's annual management fee?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it cheaper to manage my own retirement funds using a low cost broker or pay Betterment's annual management fee?
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 investment management fees annual advisory fee 2026 official pricing Google ↗
Betterment pricing annual advisory fee digital investing 2026 official Google ↗
Vanguard Fidelity Schwab index fund expense ratios zero fee brokerage retirement investing official Google ↗
- What are Betterment’s fees? · betterment.com
- Betterment's Pricing · betterment.com
- Straightforward and Transparent Pricing · fidelity.com
- Schwab Index Funds · schwab.com
- Vanguard mutual fund fees and minimums · investor.vanguard.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment investment management fees annual advisory fee 2026 official pricing OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Betterment pricing annual advisory fee digital investing 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Vanguard Fidelity Schwab index fund expense ratios zero fee brokerage retirement investing official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |