Real ChatGPT answer · index seed9z2FSypX9OgcompleteFinance and banking · investing and brokeragescomparison

Is Vanguard better than Fidelity for setting up automatic monthly contributions from a joint checking account

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Vanguard better than Fidelity for setting up automatic monthly contributions from a joint checking account
2 real searches · 1 real-search pass
Fidelity recurring investments automatic monthly contributions bank account joint bank account ownership requirementsGoogle ↗
OBSERVEDComparison
Vanguard automatic investment plan recurring contributions bank account joint bank account ownership requirementsGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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 recurring investments automatic monthly contributions bank account joint bank account ownership requirements Google ↗
Vanguard automatic investment plan recurring contributions bank account joint bank account ownership requirements Google ↗
  1. New Fidelity Account Application · fidelity.com
  2. Deposit Money Into Your Accounts · fidelity.com
  3. Vanguard Cash Plus Application for Organizations · personal1.vanguard.com
  4. personal.vanguard.com · personal.vanguard.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity recurring investments automatic monthly contributions bank account joint bank account ownership requirements
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Vanguard automatic investment plan recurring contributions bank account joint bank account ownership requirements
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1