Real ChatGPT answer · index seedXy32mD3myGEcompleteFinance and banking · investing and brokeragesinformational

I just graduated and want to know which online brokerages currently have the best rates and easiest process for opening a Roth IRA.

ChatGPTgpt-61 query10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I just graduated and want to know which online brokerages currently have the best rates and easiest process for opening a Roth IRA.
1 real search · 1 real-search pass
best Roth IRA brokerages 2026 account fees cash sweep APY opening process Fidelity Schwab Vanguard Robinhood E*TRADEGoogle ↗
OBSERVEDComparison

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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
best Roth IRA brokerages 2026 account fees cash sweep APY opening process Fidelity Schwab Vanguard Robinhood E*TRADE Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best Roth IRA brokerages 2026 account fees cash sweep APY opening process Fidelity Schwab Vanguard Robinhood E*TRADE
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1