Real ChatGPT answer · index seed7uDhT5L8o4ccompleteFinance and banking · investing and brokeragesinformational

I am trying to decide between Fidelity and Vanguard index funds for my LLC retained earnings, so which one currently offers better expense ratios and liquidity?

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 decide between Fidelity and Vanguard index funds for my LLC retained earnings, so which one currently offers better expense ratios and liquidity?
3 real searches · 1 real-search pass
2026 Fidelity Vanguard index fund expense ratios FSKAX VTSAX VTI official expense ratio 2026 liquidity assets spreadGoogle ↗
OBSERVEDReason
site:fidelity.com FSKAX expense ratio 0.015% FZROX expense ratio officialGoogle ↗
OBSERVEDOther / navigational
site:investor.vanguard.com VTSAX VTI expense ratio official 2026Google ↗
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 / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
2026 Fidelity Vanguard index fund expense ratios FSKAX VTSAX VTI official expense ratio 2026 liquidity assets spread Google ↗
site:fidelity.com FSKAX expense ratio 0.015% FZROX expense ratio official Google ↗
site:investor.vanguard.com VTSAX VTI expense ratio official 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Fidelity Vanguard index fund expense ratios FSKAX VTSAX VTI official expense ratio 2026 liquidity assets spread
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
site:fidelity.com FSKAX expense ratio 0.015% FZROX expense ratio official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:investor.vanguard.com VTSAX VTI expense ratio official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1