What steps do I need to follow to set up a 529 college savings plan using Vanguard funds instead of the higher-fee state sponsored plan options?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What steps do I need to follow to set up a 529 college savings plan using Vanguard funds instead of the higher-fee state sponsored plan options?
3 real searches · 1 real-search pass
Vanguard 529 College Savings Plan Nevada official fees investment options 2026Google ↗
OBSERVEDComparison
Virginia 529 state income tax deduction residents out of state 529 plan official 2026Google ↗
OBSERVEDYes / no
529 plan state tax benefits compare out of state plans IRS qualified expenses 529 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)
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
Vanguard 529 College Savings Plan Nevada official fees investment options 2026 Google ↗
Virginia 529 state income tax deduction residents out of state 529 plan official 2026 Google ↗
529 plan state tax benefits compare out of state plans IRS qualified expenses 529 official Google ↗
- Vanguard 529 plans · investor.vanguard.com
- Program Description and Privacy Policy · virginia529.com
- Save Today for a · virginia529.com
- Virginia529 · virginia529.com
- Vanguard 529 Plan Fees · investor.vanguard.com
- Vanguard 529 investment portfolios · investor.vanguard.com
- The Vanguard 529 College Savings Plan Program Description, July 2024 · personal1.vanguard.com
- Vanguard - saving for education · personal.vanguard.com
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- 529 Plans: Questions and answers · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vanguard 529 College Savings Plan Nevada official fees investment options 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Virginia 529 state income tax deduction residents out of state 529 plan official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
529 plan state tax benefits compare out of state plans IRS qualified expenses 529 official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |