What are the main hidden fees associated with setting up a traditional IRA versus a Roth account on Vanguard, and how do they impact long-term growth?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main hidden fees associated with setting up a traditional IRA versus a Roth account on Vanguard, and how do they impact long-term growth?
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
Vanguard IRA account fees traditional Roth annual account service fee paper statement transfer closure fees 2026 Google ↗
Vanguard brokerage account commissions mutual fund fees expense ratios IRA fees official Vanguard Google ↗
- account fee information · investor.vanguard.com
- 2026 commission and fee schedule · investor.vanguard.com
- Investment fees & costs · investor.vanguard.com
- Investment accounts & plans for all investment goals · investor.vanguard.com
- Vanguard Brokerage Services® · vanguard.com
- Vanguard Brokerage Services® commission and fee schedules · personal1.vanguard.com
- What is a mutual fund · investor.vanguard.com
- vanguard-digital-advice-brochure.pdf · personal1.vanguard.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vanguard IRA account fees traditional Roth annual account service fee paper statement transfer closure fees 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Vanguard brokerage account commissions mutual fund fees expense ratios IRA fees official Vanguard OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |