Real ChatGPT answer · index seedSwuZxI3BSYAcompleteParenting and family · kids' educationcommercial

Can you list the best college savings plans with the lowest fees for middle class parents who want to start investing a small monthly amount?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you list the best college savings plans with the lowest fees for middle class parents who want to start investing a small monthly amount?
3 real searches · 1 real-search pass
best low fee 529 college savings plans expense ratios direct sold 2026 Utah my529 New York Vanguard Nevada official feesGoogle ↗
OBSERVEDComparison
Tennessee 529 TNStars fees investment options expense ratio official 2026Google ↗
OBSERVEDComparison
529 plan fees comparison direct sold plans low minimum monthly contribution officialGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
best low fee 529 college savings plans expense ratios direct sold 2026 Utah my529 New York Vanguard Nevada official fees Google ↗
Tennessee 529 TNStars fees investment options expense ratio official 2026 Google ↗
529 plan fees comparison direct sold plans low minimum monthly contribution official Google ↗
  1. Fees and Expenses · my529.org
  2. Price and Performance · nysaves.org
  3. Compare 529 Plans · savingforcollege.com
  4. Investment Options · tnstars.treasury.tn.gov
  5. Compare 529 Plans · savingforcollege.com
  6. Opening an account · my529.org
  7. my529.org · my529.org
  8. nysaves.org · nysaves.org
  9. Compare 529 Plans · savingforcollege.com
  10. Compare 529 Plans Results · savingforcollege.com
  11. tnstars.treasury.tn.gov · tnstars.treasury.tn.gov
  12. TNStars FAQs · tnstars.treasury.tn.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best low fee 529 college savings plans expense ratios direct sold 2026 Utah my529 New York Vanguard Nevada official fees
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Tennessee 529 TNStars fees investment options expense ratio official 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
529 plan fees comparison direct sold plans low minimum monthly contribution official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1