Real ChatGPT answer · index seedE8NzgdP7Ru0completeFinance and banking · investing and brokeragescomparison

Which online brokerage has a faster verification process for college students opening a Roth IRA online, Vanguard or Fidelity?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which online brokerage has a faster verification process for college students opening a Roth IRA online, Vanguard or Fidelity?
2 real searches · 1 real-search pass
Fidelity Roth IRA open account identity verification online how long verification account opening college studentGoogle ↗
OBSERVEDInstruction
Vanguard Roth IRA open account identity verification online how long account approval verificationGoogle ↗
OBSERVEDYes / no

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 (2)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction50%Yes / no50%

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Fidelity Roth IRA open account identity verification online how long verification account opening college student Google ↗
Vanguard Roth IRA open account identity verification online how long account approval verification Google ↗
  1. Open your Roth IRA - Open a Roth IRA · digital.fidelity.com
  2. How to open a Roth IRA · fidelity.com
  3. How to open an account · investor.vanguard.com
  4. How to invest in ETFs · investor.vanguard.com
  5. Open a Fidelity Roth IRA · fidelity.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity Roth IRA open account identity verification online how long verification account opening college student
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Vanguard Roth IRA open account identity verification online how long account approval verification
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1