Can someone explain how 529 college savings plans actually work and which one is best for parents starting way too late?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can someone explain how 529 college savings plans actually work and which one is best for parents starting way too late?
6 real searches · 1 real-search pass
2026 529 college savings plan federal tax rules qualified expenses Roth IRA rollover 2026 IRSGoogle ↗
OBSERVEDConsequence
Nevada 529 college savings plan Vanguard 529 fees investment options official 2026Google ↗
OBSERVEDComparison
529 plan late start parents age-based portfolio direct sold plan comparison fees 2026Google ↗
OBSERVEDComparison
IRS 529 plans qualified education expenses Roth IRA rollover rules 2026 SECURE 2.0Google ↗
OBSERVEDConsequence
Nevada 529 college savings plan official fees investment options tax benefitsGoogle ↗
OBSERVEDComparison
529 plans FAFSA parent asset treatment official Federal Student AidGoogle ↗
OBSERVEDOther / navigational
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 (6)
Classes come from the query-classifier (a local Laya model). 3 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
2026 529 college savings plan federal tax rules qualified expenses Roth IRA rollover 2026 IRS Google ↗
Nevada 529 college savings plan Vanguard 529 fees investment options official 2026 Google ↗
529 plan late start parents age-based portfolio direct sold plan comparison fees 2026 Google ↗
IRS 529 plans qualified education expenses Roth IRA rollover rules 2026 SECURE 2.0 Google ↗
Nevada 529 college savings plan official fees investment options tax benefits Google ↗
529 plans FAFSA parent asset treatment official Federal Student Aid Google ↗
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- 529 Plans: Questions and answers · irs.gov
- Nevada’s 529 Plans · nvigate.gov
- Vanguard - saving for education · personal.vanguard.com
- Plans · nevadatreasurer.gov
- Vanguard 529 Plan Fees · investor.vanguard.com
- Vanguard 529 plans · investor.vanguard.com
- Wealthfront 529 · wealthfront.com
- Publication 970 (2025), Tax Benefits for Education · irs.gov
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 529 college savings plan federal tax rules qualified expenses Roth IRA rollover 2026 IRS OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Nevada 529 college savings plan Vanguard 529 fees investment options official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
529 plan late start parents age-based portfolio direct sold plan comparison fees 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
IRS 529 plans qualified education expenses Roth IRA rollover rules 2026 SECURE 2.0 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Nevada 529 college savings plan official fees investment options tax benefits OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
529 plans FAFSA parent asset treatment official Federal Student Aid OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |