Real ChatGPT answer · index seedWCnDy2cRdDscompleteFinance and banking · retirement accountsinformational

Which Vanguard index funds offer the lowest expense ratios for a household taxable brokerage and retirement crossover strategy?

ChatGPTgpt-62 queries10/31/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Which Vanguard index funds offer the lowest expense ratios for a household taxable brokerage and retirement crossover strategy?
2 real searches · 1 real-search pass
Vanguard index funds expense ratios VTSAX VTI VOO VXUS VTIAX VBTLX 2026 official VanguardGoogle ↗
OBSERVEDReason
Vanguard tax efficient asset location taxable brokerage retirement accounts index funds official tax centerGoogle ↗
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 (2)
Short factOther / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / no

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

Searches and sources

ChatGPT2 real searches · gpt-6
Vanguard index funds expense ratios VTSAX VTI VOO VXUS VTIAX VBTLX 2026 official Vanguard Google ↗
Vanguard tax efficient asset location taxable brokerage retirement accounts index funds official tax center Google ↗
  1. VTI · advisors.vanguard.com
  2. VOO · advisors.vanguard.com
  3. VTSAX - Vanguard Morningstar Total Stock Market Index Fund Admiral Shares · advisors.vanguard.com
  4. Vanguard Mutual Funds List · investor.vanguard.com
  5. VTIAX - Vanguard Total International Stock Index Fund Admiral Shares · advisors.vanguard.com
  6. 7 Popular Vanguard Index Funds for 2026: VFIAX, VTSAX and more · nerdwallet.com
  7. Vanguard ETFs List · investor.vanguard.com
  8. Vanguard ETFs List · investor.vanguard.com
  9. Vanguard Investment Products List · investor.vanguard.com
  10. Vanguard ETFs List · investor.vanguard.com
  11. How asset location can boost after-tax returns · corporate.vanguard.com
  12. Greater tax efficiency through equity asset location · corporate.vanguard.com
  13. Effective tax-saving strategies for investors · investor.vanguard.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard index funds expense ratios VTSAX VTI VOO VXUS VTIAX VBTLX 2026 official Vanguard
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Vanguard tax efficient asset location taxable brokerage retirement accounts index funds official tax center
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1