Which 529 college savings plans offer the highest historical returns and the lowest management fees for a family living in Texas?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which 529 college savings plans offer the highest historical returns and the lowest management fees for a family living in Texas?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
529 plan performance 1 year 3 year 5 year 10 year expense ratios 2026 direct sold plans official fees Google ↗
2025 529 plan performance rankings historical returns expense ratios Utah my529 Nevada Vanguard Illinois Bright Start Texas resident Google ↗
- Q2 2026 529 Performance Rankings: Five-Year · scholarships.savingforcollege.com
- Q2 2026 529 Performance Rankings: Ten-Year · savingforcollege.com
- 529 Fee Study: Find and Compare Lowest Fees By State · frontend-astro.savingforcollege.com
- Fees and Expenses · my529.org
- Compare 529 Plans · savingforcollege.com
- FAQs · nest529.com
- Prices & Performance · maryland529.com
- my529 · my529.org
- my529 reduces Administrative Asset Fee for all investment options · my529.org
- Vanguard · vanguard.com
- Nevada 529 College Savings Plan · nevadatreasurer.gov
- Maryland 529 · maryland529.com
- NEST 529 · nest529.com
- Texas 529 Plan Rules And College Savings Options · thecollegeinvestor.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
529 plan performance 1 year 3 year 5 year 10 year expense ratios 2026 direct sold plans official fees OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2025 529 plan performance rankings historical returns expense ratios Utah my529 Nevada Vanguard Illinois Bright Start Texas resident OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |