Real ChatGPT answer · index seed6kCmr37N1YYcompleteFinance and banking · retirement accountscomparison

My husband and I are looking at Fidelity Roth IRA fees versus Vanguard, which broker is cheaper for a household starting out with retirement savings?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My husband and I are looking at Fidelity Roth IRA fees versus Vanguard, which broker is cheaper for a household starting out with retirement savings?
2 real searches · 1 real-search pass
Fidelity Roth IRA fees account fees $0 minimum mutual funds expense ratios official 2026Google ↗
OBSERVED
Vanguard Roth IRA fees account service fee $25 electronic delivery brokerage commissions official 2026Google ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Fidelity Roth IRA fees account fees $0 minimum mutual funds expense ratios official 2026 Google ↗
Vanguard Roth IRA fees account service fee $25 electronic delivery brokerage commissions official 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity Roth IRA fees account fees $0 minimum mutual funds expense ratios official 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Vanguard Roth IRA fees account service fee $25 electronic delivery brokerage commissions official 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1