Real ChatGPT answer · index seedDnxp8MaGGcEcompleteFinance and banking · budgeting and savingbrand

How do Vanguard and Fidelity stack up against each other for offering low-cost 529 college savings plans 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
How do Vanguard and Fidelity stack up against each other for offering low-cost 529 college savings plans this year?
3 real searches · 1 real-search pass
Vanguard 529 plan 2026 fees expense ratios program management fee officialGoogle ↗
OBSERVED
Fidelity 529 plans 2026 fees expense ratios UNIQUE plan officialGoogle ↗
OBSERVED
Vanguard 529 versus Fidelity 529 comparison 2026 low cost feesGoogle ↗
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
Vanguard 529 plan 2026 fees expense ratios program management fee official Google ↗
Fidelity 529 plans 2026 fees expense ratios UNIQUE plan official Google ↗
Vanguard 529 versus Fidelity 529 comparison 2026 low cost fees Google ↗
  1. Vanguard 529 Plan Fees · investor.vanguard.com
  2. 529 Plans - College Savings Plans · fidelity.com
  3. Unique College Investing Plan | New Hampshire · fidelity.com
  4. Texas 529 Plans: Saving Now on Future College Costs · comptroller.texas.gov
  5. Tax Benefits of Texas 529 Plans · savingforcollege.com
  6. Vanguard 529 Plan · investor.vanguard.com
  7. Texas College Savings Plan · texascollegesavings.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard 529 plan 2026 fees expense ratios program management fee official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Fidelity 529 plans 2026 fees expense ratios UNIQUE plan official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Vanguard 529 versus Fidelity 529 comparison 2026 low cost fees
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1