Real ChatGPT answer · index seedocx7EXirWaocompleteFinance and banking · budgeting and savingcomparison

Which investment platform is better for a self employed freelancer with irregular income who wants automated retirement savings Fidelity or Vanguard

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which investment platform is better for a self employed freelancer with irregular income who wants automated retirement savings Fidelity or Vanguard
2 real searches · 1 real-search pass
Fidelity self employed retirement accounts SEP IRA self employed 401k automatic investing recurring transfers officialGoogle ↗
OBSERVED
Vanguard self employed retirement plans SEP IRA individual 401k automatic investing recurring investments 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 self employed retirement accounts SEP IRA self employed 401k automatic investing recurring transfers official Google ↗
Vanguard self employed retirement plans SEP IRA individual 401k automatic investing recurring investments official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity self employed retirement accounts SEP IRA self employed 401k automatic investing recurring transfers official
OBSERVED
Google ↗
AI Mode ↗
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of 1
Vanguard self employed retirement plans SEP IRA individual 401k automatic investing recurring investments official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1