Real ChatGPT answer · index seed4n4EYzTXvWQcompleteParenting and family · family financescommercial

What are the top-rated 529 college savings plans with the lowest expense ratios for aggressive growth portfolios?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the top-rated 529 college savings plans with the lowest expense ratios for aggressive growth portfolios?
3 real searches · 1 real-search pass
latest Morningstar 529 ratings 2026 Gold Silver plans expense ratios aggressive growth portfoliosGoogle ↗
OBSERVEDComparison
2025 2026 Morningstar Gold Medalist 529 plans aggressive growth portfolio expense ratio direct soldGoogle ↗
OBSERVEDReason
529 plan aggressive growth portfolio expense ratio Utah my529 Vanguard Nevada Vanguard 2026Google ↗
OBSERVEDConsequence

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 / navigationalComparison33%Consequence33%Reason33%DefinitionInstructionYes / no

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
latest Morningstar 529 ratings 2026 Gold Silver plans expense ratios aggressive growth portfolios Google ↗
2025 2026 Morningstar Gold Medalist 529 plans aggressive growth portfolio expense ratio direct sold Google ↗
529 plan aggressive growth portfolio expense ratio Utah my529 Vanguard Nevada Vanguard 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
latest Morningstar 529 ratings 2026 Gold Silver plans expense ratios aggressive growth portfolios
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2025 2026 Morningstar Gold Medalist 529 plans aggressive growth portfolio expense ratio direct sold
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
529 plan aggressive growth portfolio expense ratio Utah my529 Vanguard Nevada Vanguard 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1