Real ChatGPT answer · index seedsrmls0rr6NMcompleteFinance and banking · investing and brokeragescommercial

I am trying to finish my portfolio setup today and need to know if Fidelity versus Vanguard index funds are better for holding long term in a standard brokerage account.

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am trying to finish my portfolio setup today and need to know if Fidelity versus Vanguard index funds are better for holding long term in a standard brokerage account.
3 real searches · 1 real-search pass
Fidelity Vanguard taxable brokerage index funds expense ratios FSKAX FZROX VTI VTSAX officialGoogle ↗
OBSERVEDReason
tax efficient ETF versus mutual fund taxable brokerage capital gains distributions Vanguard officialGoogle ↗
OBSERVEDComparison
Fidelity ZERO index funds transfer out taxable brokerage liquidation officialGoogle ↗
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 (3)
Short factOther / navigational33%Comparison33%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Fidelity Vanguard taxable brokerage index funds expense ratios FSKAX FZROX VTI VTSAX official Google ↗
tax efficient ETF versus mutual fund taxable brokerage capital gains distributions Vanguard official Google ↗
Fidelity ZERO index funds transfer out taxable brokerage liquidation official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity Vanguard taxable brokerage index funds expense ratios FSKAX FZROX VTI VTSAX official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
tax efficient ETF versus mutual fund taxable brokerage capital gains distributions Vanguard official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Fidelity ZERO index funds transfer out taxable brokerage liquidation official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1