Real ChatGPT answer · index seeddVwlW2mqjiUcompleteFinance and banking · budgeting and savingcommercial

Can you compare Fidelity and Vanguard on fees and beginner friendly tools for a complete novice who just wants to buy index funds

ChatGPTgpt-64 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare Fidelity and Vanguard on fees and beginner friendly tools for a complete novice who just wants to buy index funds
4 real searches · 1 real-search pass
Fidelity brokerage fees $0 online US stocks ETFs mutual fund expense ratios fractional shares automatic investing beginner tools 2026Google ↗
OBSERVEDOther / navigational
Vanguard brokerage fees $0 online stocks ETFs mutual funds minimum investment fractional shares automatic investing 2026Google ↗
OBSERVEDComparison
Fidelity index funds FZROX FSKAX expense ratio minimum investment officialGoogle ↗
OBSERVEDShort fact
Vanguard VTI VTSAX expense ratio minimum investment officialGoogle ↗
OBSERVEDReason

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 (4)
Short fact25%Other / navigational25%Comparison25%ConsequenceReason25%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Fidelity brokerage fees $0 online US stocks ETFs mutual fund expense ratios fractional shares automatic investing beginner tools 2026 Google ↗
Vanguard brokerage fees $0 online stocks ETFs mutual funds minimum investment fractional shares automatic investing 2026 Google ↗
Fidelity index funds FZROX FSKAX expense ratio minimum investment official Google ↗
Vanguard VTI VTSAX expense ratio minimum investment official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity brokerage fees $0 online US stocks ETFs mutual fund expense ratios fractional shares automatic investing beginner tools 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Vanguard brokerage fees $0 online stocks ETFs mutual funds minimum investment fractional shares automatic investing 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Fidelity index funds FZROX FSKAX expense ratio minimum investment official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Vanguard VTI VTSAX expense ratio minimum investment official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1