Real ChatGPT answer · index seedNjJIZxIEpYkcompleteFinance and banking · investing and brokeragescomparison

How do Vanguard index fund expense ratios compare to Schwab right now for a taxable account holding corporate emergency funds?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do Vanguard index fund expense ratios compare to Schwab right now for a taxable account holding corporate emergency funds?
2 real searches · 1 real-search pass
Vanguard Schwab index fund expense ratios 2026 VTI VTSAX SWTSX SCHB official expense ratioGoogle ↗
OBSERVEDReason
Vanguard Treasury money market fund expense ratio VUSXX VMFXX 2026 Schwab SNSXX SWVXX expense ratio officialGoogle ↗
OBSERVEDShort fact

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 fact50%Other / navigationalComparisonConsequenceReason50%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 Schwab index fund expense ratios 2026 VTI VTSAX SWTSX SCHB official expense ratio Google ↗
Vanguard Treasury money market fund expense ratio VUSXX VMFXX 2026 Schwab SNSXX SWVXX expense ratio official Google ↗
  1. VTI · advisors.vanguard.com
  2. Schwab Index Funds · schwab.com
  3. Vanguard Investment Products List · investor.vanguard.com
  4. Schwab Money Fund Yields V2 · schwabassetmanagement.com
  5. Money market funds for short-term investing goals · investor.vanguard.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard Schwab index fund expense ratios 2026 VTI VTSAX SWTSX SCHB official expense ratio
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Vanguard Treasury money market fund expense ratio VUSXX VMFXX 2026 Schwab SNSXX SWVXX expense ratio official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1