Real ChatGPT answer · index seed8yKbqAzbSNkcompleteCareers and HR · workplace benefitscomparison

Can you compare the investment fee structures of the Vanguard retirement fund choices available in my 401k versus what I would pay on my own

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the investment fee structures of the Vanguard retirement fund choices available in my 401k versus what I would pay on my own
3 real searches · 1 real-search pass
Vanguard Target Retirement funds expense ratios 2026 institutional trust 401k fees retail mutual fundsGoogle ↗
OBSERVEDConsequence
Vanguard target retirement funds expense ratios Admiral shares 2026 officialGoogle ↗
OBSERVEDConsequence
Vanguard IRA brokerage account fees mutual fund ETF expense ratios official 2026Google ↗
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 / navigationalComparisonConsequence67%Reason33%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
Vanguard Target Retirement funds expense ratios 2026 institutional trust 401k fees retail mutual funds Google ↗
Vanguard target retirement funds expense ratios Admiral shares 2026 official Google ↗
Vanguard IRA brokerage account fees mutual fund ETF expense ratios official 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard Target Retirement funds expense ratios 2026 institutional trust 401k fees retail mutual funds
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Vanguard target retirement funds expense ratios Admiral shares 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Vanguard IRA brokerage account fees mutual fund ETF expense ratios official 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1