Real ChatGPT answer · index seedFFXPUabYjBQcompleteFinance and banking · investing and brokeragescommercial
I am completely new to saving for retirement and want to know if I should open a Roth IRA with Vanguard or Fidelity for my first account
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am completely new to saving for retirement and want to know if I should open a Roth IRA with Vanguard or Fidelity for my first account
3 real searches · 1 real-search pass
Fidelity Roth IRA fees minimum investment fractional shares beginner features official 2026Google ↗
OBSERVEDInstruction
Vanguard Roth IRA fees minimum investment mutual funds ETFs official 2026Google ↗
OBSERVEDOther / navigational
IRS 2026 Roth IRA contribution limit income phase out 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 minimum investment fractional shares beginner features official 2026 Google ↗
Vanguard Roth IRA fees minimum investment mutual funds ETFs official 2026 Google ↗
IRS 2026 Roth IRA contribution limit income phase out official Google ↗
- Roth IRA | Grow Your Retirement Savings · fidelity.com
- Investment accounts & plans for all investment goals · investor.vanguard.com
- Vanguard mutual fund fees and minimums · investor.vanguard.com
- Best Roth IRA Accounts of 2026 · cnbc.com
- Publication 590-A (2025), Contributions to Individual Retirement Arrangements (IRAs) · irs.gov
- Roth IRA income and contribution limits for 2026 · investor.vanguard.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Fidelity Roth IRA fees minimum investment fractional shares beginner features official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Vanguard Roth IRA fees minimum investment mutual funds ETFs official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
IRS 2026 Roth IRA contribution limit income phase out official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |