Real ChatGPT answer · index seedO4qz0q0Nt6YcompleteFinance and banking · investing and brokeragescomparison

Why do people prefer Fidelity over Vanguard when opening a Roth IRA online from a mobile device?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Why do people prefer Fidelity over Vanguard when opening a Roth IRA online from a mobile device?
2 real searches · 1 real-search pass
Fidelity Roth IRA mobile app account opening features fractional shares recurring investments fees officialGoogle ↗
OBSERVED
Vanguard Roth IRA mobile app account opening features fees fractional shares officialGoogle ↗
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 mobile app account opening features fractional shares recurring investments fees official Google ↗
Vanguard Roth IRA mobile app account opening features fees fractional shares official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity Roth IRA mobile app account opening features fractional shares recurring investments fees official
OBSERVED
Google ↗
AI Mode ↗
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of 1
Vanguard Roth IRA mobile app account opening features fees fractional shares official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1