Real ChatGPT answer · index seedqLk2y4QdfakcompleteFinance and banking · investing and brokeragesinformational
How does the fee structure of Betterment automated portfolio management compare to buying a simple target date index fund directly?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the fee structure of Betterment automated portfolio management compare to buying a simple target date index fund directly?
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.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Betterment automated investing annual advisory fee 0.25% pricing official 2026 Google ↗
Vanguard Target Retirement Funds expense ratio index official 2026 Google ↗
Fidelity Freedom Index Funds expense ratio official 2026 Google ↗
- What are Betterment’s fees? · betterment.com
- Betterment's Pricing · betterment.com
- TDF table · workplace.vanguard.com
- sec.gov · sec.gov
- Betterment Review 2026: A Top-Tier Robo-Advisor Worth Considering · nerdwallet.com
- Vanguard target-date funds · investor.vanguard.com
- Fidelity Freedom Funds · fidelity.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment automated investing annual advisory fee 0.25% pricing official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Vanguard Target Retirement Funds expense ratio index official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Fidelity Freedom Index Funds expense ratio official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |