Real ChatGPT answer · index seedfyNc2r4nmOocompleteFinance and banking · investing and brokeragescommercial

Is Fidelity or Vanguard better for someone who wants to buy mutual funds instead of ETFs for their retirement portfolio?

ChatGPTgpt-61 query10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Fidelity or Vanguard better for someone who wants to buy mutual funds instead of ETFs for their retirement portfolio?
1 real search · 1 real-search pass
Fidelity vs Vanguard mutual funds retirement investing fees minimums zero expense ratio index funds 2026Google ↗
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
Fidelity vs Vanguard mutual funds retirement investing fees minimums zero expense ratio index funds 2026 Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity vs Vanguard mutual funds retirement investing fees minimums zero expense ratio index funds 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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