Real ChatGPT answer · index seedjQJweXxSUTUcompleteCareers and HR · workplace benefitscomparison

Are Vanguard retirement fund choices lower in expense ratios than American Funds because my HR rep keeps pushing the latter and I want to push back today

ChatGPTgpt-63 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Are Vanguard retirement fund choices lower in expense ratios than American Funds because my HR rep keeps pushing the latter and I want to push back today
3 real searches · 1 real-search pass
Vanguard vs American Funds retirement fund expense ratios share classes 2026 official prospectusGoogle ↗
OBSERVEDComparison
Vanguard official fund expense ratios target retirement funds 2026 expense ratioGoogle ↗
OBSERVEDConsequence
American Funds retirement plan share classes expense ratios official 2026 target date fundsGoogle ↗
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 (3)
Short factOther / navigationalComparison33%Consequence33%Reason33%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
Vanguard vs American Funds retirement fund expense ratios share classes 2026 official prospectus Google ↗
Vanguard official fund expense ratios target retirement funds 2026 expense ratio Google ↗
American Funds retirement plan share classes expense ratios official 2026 target date funds Google ↗
  1. Share Class Pricing and Details · capitalgroup.com
  2. Vanguard Target Retirement Funds · investor.vanguard.com
  3. Prices and returns · capitalgroup.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard vs American Funds retirement fund expense ratios share classes 2026 official prospectus
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Vanguard official fund expense ratios target retirement funds 2026 expense ratio
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
American Funds retirement plan share classes expense ratios official 2026 target date funds
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1