Real ChatGPT answer · index seedF4PiImd9W5ccompleteFinance and banking · retirement accountscomparison
Can you compare Fidelity Roth IRA fees against Vanguard for someone running an LLC who wants low cost index fund investing?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare Fidelity Roth IRA fees against Vanguard for someone running an LLC who wants low cost index fund investing?
3 real searches · 1 real-search pass
Fidelity Roth IRA fees account service fee online ETF trades mutual fund fees official 2026Google ↗
OBSERVEDReason
Vanguard Roth IRA fees annual account service fee online ETF trades mutual fund expense ratios official 2026Google ↗
OBSERVEDReason
IRS Roth IRA contribution self employed LLC earned income compensation rules officialGoogle ↗
OBSERVEDReason
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
Fidelity Roth IRA fees account service fee online ETF trades mutual fund fees official 2026 Google ↗
Vanguard Roth IRA fees annual account service fee online ETF trades mutual fund expense ratios official 2026 Google ↗
IRS Roth IRA contribution self employed LLC earned income compensation rules official Google ↗
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Fidelity Roth IRA fees account service fee online ETF trades mutual fund fees official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Vanguard Roth IRA fees annual account service fee online ETF trades mutual fund expense ratios official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS Roth IRA contribution self employed LLC earned income compensation rules official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |