Compare Betterment versus Vanguard for investing the remaining cash reserves of my closed business while I plan my next career move.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare Betterment versus Vanguard for investing the remaining cash reserves of my closed business while I plan my next career move.
4 real searches · 1 real-search pass
Betterment pricing advisory fee cash reserve account current 2026 officialGoogle ↗
OBSERVEDShort fact
Vanguard brokerage fees advisory services fees cash plus money market official 2026Google ↗
OBSERVEDConsequence
Betterment business account investing LLC business cash account availability officialGoogle ↗
OBSERVEDDefinition
Vanguard small business organization brokerage account LLC official account typesGoogle ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
Betterment pricing advisory fee cash reserve account current 2026 official Google ↗
Vanguard brokerage fees advisory services fees cash plus money market official 2026 Google ↗
Betterment business account investing LLC business cash account availability official Google ↗
Vanguard small business organization brokerage account LLC official account types Google ↗
- Betterment · betterment.com
- Vanguard · investor.vanguard.com
- Betterment's Pricing · betterment.com
- What are Betterment’s fees? · betterment.com
- Investment fees & costs · investor.vanguard.com
- Organization Accounts · investor.vanguard.com
- Can I manage my business or LLC account funds at Betterment? · betterment.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment pricing advisory fee cash reserve account current 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Vanguard brokerage fees advisory services fees cash plus money market official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Betterment business account investing LLC business cash account availability official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 | |
Vanguard small business organization brokerage account LLC official account types OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |