Real ChatGPT answer · index seedVeQO5JbJhzEcompleteFinance and banking · budgeting and savingcomparison

Should we use a 529 plan through Fidelity or Vanguard for saving for our toddler college fund this year

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Should we use a 529 plan through Fidelity or Vanguard for saving for our toddler college fund this year
3 real searches · 1 real-search pass
2026 Illinois 529 tax deduction Bright Start Bright Directions contribution limit officialGoogle ↗
OBSERVED
Fidelity 529 plans investment options fees official UNIQUE New Hampshire 529 2026Google ↗
OBSERVED
Vanguard 529 plan Nevada fees investment options official 2026Google ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
2026 Illinois 529 tax deduction Bright Start Bright Directions contribution limit official Google ↗
Fidelity 529 plans investment options fees official UNIQUE New Hampshire 529 2026 Google ↗
Vanguard 529 plan Nevada fees investment options official 2026 Google ↗
  1. Save for College: Invest and Grow Your Savings · illinoistreasurer.gov
  2. College Savings Plan Fees & Expenses · illinoisfirststeps.com
  3. Bright Start Direct-Sold College Savings Program · brightstart.com
  4. 529 Plans - College Savings Plans · fidelity.com
  5. 529 Plan Investment Options · fidelity.com
  6. Answer · tax.illinois.gov
  7. Plans · nevadatreasurer.gov
  8. Vanguard - saving for education · personal.vanguard.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Illinois 529 tax deduction Bright Start Bright Directions contribution limit official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Fidelity 529 plans investment options fees official UNIQUE New Hampshire 529 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Vanguard 529 plan Nevada fees investment options official 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1