Are robo advisors like Betterment better than picking index funds ourselves in a standard brokerage account for long term wealth
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are robo advisors like Betterment better than picking index funds ourselves in a standard brokerage account for long term wealth
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
Betterment annual advisory fee 0.25% official pricing 2026 Google ↗
SEC investor.gov index funds fees long term investing diversification robo advisors fees Google ↗
- What are Betterment’s fees? · betterment.com
- Betterment's Pricing · betterment.com
- Investor Bulletin: Robo-Advisers · investor.gov
- Index Funds · investor.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment annual advisory fee 0.25% official pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
SEC investor.gov index funds fees long term investing diversification robo advisors fees OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |