Real ChatGPT answer · index seedWVfe92vTrSYcompleteFinance and banking · retirement accountscommercial
can you break down betterment automated investing costs compared to just buying standard index funds myself
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
can you break down betterment automated investing costs compared to just buying standard index funds myself
3 real searches · 1 real-search pass
Betterment pricing automated investing annual advisory fee 2026 expense ratios cash reserve feesGoogle ↗
OBSERVEDComparison
DIY index fund investing expense ratios Vanguard Fidelity Schwab brokerage fees 2026Google ↗
OBSERVEDShort fact
Betterment automated investing annual advisory fee 2026 pricing expense ratios cash reserve fees official; DIY index fund expense ratios Vanguard Fidelity Schwab officialGoogle ↗
OBSERVEDOther / navigational
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 pricing automated investing annual advisory fee 2026 expense ratios cash reserve fees Google ↗
DIY index fund investing expense ratios Vanguard Fidelity Schwab brokerage fees 2026 Google ↗
Betterment automated investing annual advisory fee 2026 pricing expense ratios cash reserve fees official; DIY index fund expense ratios Vanguard Fidelity Schwab official Google ↗
- Betterment's Pricing · betterment.com
- What are Betterment’s fees? · betterment.com
- Betterment Review 2026: A Top-Tier Robo-Advisor Worth Considering · nerdwallet.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment pricing automated investing annual advisory fee 2026 expense ratios cash reserve fees OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
DIY index fund investing expense ratios Vanguard Fidelity Schwab brokerage fees 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Betterment automated investing annual advisory fee 2026 pricing expense ratios cash reserve fees official; DIY index fund expense ratios Vanguard Fidelity Schwab official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |