Real ChatGPT answer · index seed5lMLKT36KewcompleteParenting and family · family financescomparison

Is Vanguard or Fidelity better for setting up a college savings fund for our newborn given our preference for index funds?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is Vanguard or Fidelity better for setting up a college savings fund for our newborn given our preference for index funds?
3 real searches · 1 real-search pass
Vanguard 529 plan Nevada fees index portfolios official 2026Google ↗
OBSERVEDConsequence
Fidelity 529 college savings plans UNIQUE NH fees index portfolios official 2026Google ↗
OBSERVEDOther / navigational
Texas 529 state tax deduction no state income tax official 529 plan residentsGoogle ↗
OBSERVEDYes / no

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 / navigational33%ComparisonConsequence33%ReasonDefinitionInstructionYes / no33%

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 529 plan Nevada fees index portfolios official 2026 Google ↗
Fidelity 529 college savings plans UNIQUE NH fees index portfolios official 2026 Google ↗
Texas 529 state tax deduction no state income tax official 529 plan residents Google ↗
  1. Vanguard 529 Plan Fees · investor.vanguard.com
  2. 529 Plans - College Savings Plans · fidelity.com
  3. Fidelity Investments · fidelity.com
  4. Vanguard 529 Portfolio List · investor.vanguard.com
  5. Compare 529 Plans · savingforcollege.com
  6. Texas 529 Plans: Saving Now on Future College Costs · comptroller.texas.gov
  7. 529 Plan | College Savings Account · investor.vanguard.com
  8. Explore Vanguard's 529 plan · investor.vanguard.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard 529 plan Nevada fees index portfolios official 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Fidelity 529 college savings plans UNIQUE NH fees index portfolios official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Texas 529 state tax deduction no state income tax official 529 plan residents
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1