Real ChatGPT answer · index seed0TP1PelfcW0completeCareers and HR · workplace benefitsinformational

Which Vanguard retirement fund choices have the lowest expense ratios for someone just starting out with very little savings in their employer sponsored account

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which Vanguard retirement fund choices have the lowest expense ratios for someone just starting out with very little savings in their employer sponsored account
2 real searches · 1 real-search pass
Vanguard mutual fund expense ratios VTSAX VTIAX VBTLX VFIAX VTTSX 2026 official expense ratioGoogle ↗
OBSERVEDReason
Vanguard target retirement funds expense ratios 2026 officialGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence50%Reason50%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 mutual fund expense ratios VTSAX VTIAX VBTLX VFIAX VTTSX 2026 official expense ratio Google ↗
Vanguard target retirement funds expense ratios 2026 official Google ↗
  1. Vanguard Mutual Funds List · investor.vanguard.com
  2. Vanguard Mutual Funds List · investor.vanguard.com
  3. Vanguard Target Retirement Funds · investor.vanguard.com
  4. Vanguard Investment Products List · investor.vanguard.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard mutual fund expense ratios VTSAX VTIAX VBTLX VFIAX VTTSX 2026 official expense ratio
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Vanguard target retirement funds expense ratios 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1