Real ChatGPT answer · index seedH0PiIecUfnwcompleteFinance and banking · investing and brokeragescomparison

Which brokerage is better for a recent college grad who wants to buy fractional shares of ETFs without hidden fees?

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which brokerage is better for a recent college grad who wants to buy fractional shares of ETFs without hidden fees?
4 real searches · 1 real-search pass
best brokerage fractional ETF shares fees Fidelity Robinhood SoFi 2026 official pricing fractional ETFsGoogle ↗
OBSERVED
Fidelity fractional ETF shares $1 fees official pricingGoogle ↗
OBSERVED
Robinhood fractional ETF shares fees regulatory fees official pricingGoogle ↗
OBSERVED
SoFi fractional ETF shares fees official pricingGoogle ↗
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 4 queries…

Searches and sources

ChatGPT4 real searches · gpt-6
best brokerage fractional ETF shares fees Fidelity Robinhood SoFi 2026 official pricing fractional ETFs Google ↗
Fidelity fractional ETF shares $1 fees official pricing Google ↗
Robinhood fractional ETF shares fees regulatory fees official pricing Google ↗
SoFi fractional ETF shares fees official pricing Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best brokerage fractional ETF shares fees Fidelity Robinhood SoFi 2026 official pricing fractional ETFs
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Fidelity fractional ETF shares $1 fees official pricing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Robinhood fractional ETF shares fees regulatory fees official pricing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
SoFi fractional ETF shares fees official pricing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1