Real ChatGPT answer · index seed9k3kRQyvTRYcompleteFinance and banking · investing and brokeragescommercial
Fidelity versus Vanguard index funds for a brand new Roth IRA which platform offers better tools for beginners?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Fidelity versus Vanguard index funds for a brand new Roth IRA which platform offers better tools for beginners?
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
Fidelity Roth IRA beginner tools fractional shares recurring investments learning center retirement planning official Google ↗
Vanguard Roth IRA beginner tools digital advisor education fractional shares recurring investments official Google ↗
- Best Roth IRA Accounts of 2026 · cnbc.com
- Best IRA Accounts of 2026 · cnbc.com
- Recurring investments | Help manage price volatility · fidelity.com
- Tools and calculators · investor.vanguard.com
- Trading FAQs: Getting Started · scs.fidelity.com
- Fidelity Learn | Financial articles, webinars, and more · fidelity.com
- Welcome · digital-advisor.vanguard.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Fidelity Roth IRA beginner tools fractional shares recurring investments learning center retirement planning official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Vanguard Roth IRA beginner tools digital advisor education fractional shares recurring investments official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |