Real ChatGPT answer · index seed7dCSBZpkmgIcompleteFinance and banking · investing and brokeragesinformational
What is the step-by-step process for opening a Roth IRA online with Vanguard, and how much money do I need to start investing today?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the step-by-step process for opening a Roth IRA online with Vanguard, and how much money do I need to start investing today?
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 open a Roth IRA online account minimum investment ETF mutual fund minimum 2026 official Google ↗
IRS 2026 IRA contribution limit Roth IRA income phase out 2026 official Google ↗
- Vanguard ETF fees & minimums · investor.vanguard.com
- Roth IRA vs. Traditional IRA: Rules & Tax Benefits · investor.vanguard.com
- Vanguard mutual fund fees and minimums · investor.vanguard.com
- How to invest in ETFs · investor.vanguard.com
- How to open an account · investor.vanguard.com
- Invest for your future with Vanguard IRAs · investor.vanguard.com
- Roth IRA: What it is and How to Open an Account · investor.vanguard.com
- Retirement topics - IRA contribution limits · irs.gov
- Roth IRA income and contribution limits for 2026 · investor.vanguard.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vanguard open a Roth IRA online account minimum investment ETF mutual fund minimum 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
IRS 2026 IRA contribution limit Roth IRA income phase out 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |