Real ChatGPT answer · index seedauOQZuedEzwcompleteCareers and HR · workplace benefitsbrand

How do Vanguard actively managed mutual funds compare to their low cost index funds for a household wanting a hands off retirement strategy?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do Vanguard actively managed mutual funds compare to their low cost index funds for a household wanting a hands off retirement strategy?
3 real searches · 1 real-search pass
Vanguard actively managed mutual funds expense ratios versus index funds performance long term Vanguard official 2025Google ↗
OBSERVEDComparison
Vanguard target retirement funds index active management expense ratio officialGoogle ↗
OBSERVEDShort fact
SPIVA US scorecard year end 2025 active funds underperform benchmarkGoogle ↗
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 fact33%Other / navigationalComparison33%ConsequenceReason33%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 actively managed mutual funds expense ratios versus index funds performance long term Vanguard official 2025 Google ↗
Vanguard target retirement funds index active management expense ratio official Google ↗
SPIVA US scorecard year end 2025 active funds underperform benchmark Google ↗
  1. Vanguard Target Retirement Funds · investor.vanguard.com
  2. TDF Glide Path · workplace.vanguard.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard actively managed mutual funds expense ratios versus index funds performance long term Vanguard official 2025
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Vanguard target retirement funds index active management expense ratio official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
SPIVA US scorecard year end 2025 active funds underperform benchmark
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1