Looking for expert recommendations on the best 529 plan withdrawal strategies currently allowed for paying college tuition costs this semester.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for expert recommendations on the best 529 plan withdrawal strategies currently allowed for paying college tuition costs this semester.
3 real searches · 1 real-search pass
2026 IRS 529 qualified tuition program distributions Publication 970 2026 tax year rules AOTC coordination 529Google ↗
OBSERVEDReason
IRS 529 plan Roth IRA rollover 15 years 35000 annual limit 2026 rulesGoogle ↗
OBSERVEDReason
IRS 529 qualified expenses room board computers apprenticeship student loan repayment K-12 2026 SECURE 2.0Google ↗
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)
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
2026 IRS 529 qualified tuition program distributions Publication 970 2026 tax year rules AOTC coordination 529 Google ↗
IRS 529 plan Roth IRA rollover 15 years 35000 annual limit 2026 rules Google ↗
IRS 529 qualified expenses room board computers apprenticeship student loan repayment K-12 2026 SECURE 2.0 Google ↗
- Qualified Ed expenses · irs.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- Publication 590-A (2025), Contributions to Individual Retirement Arrangements (IRAs) · irs.gov
- Tax benefits for education: Information center · irs.gov
- Qualified 529 expenses | Withdrawals from savings plan · fidelity.com
- IRS Courseware · apps.irs.gov
- Qualified Education Expenses · my529.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 IRS 529 qualified tuition program distributions Publication 970 2026 tax year rules AOTC coordination 529 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS 529 plan Roth IRA rollover 15 years 35000 annual limit 2026 rules OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS 529 qualified expenses room board computers apprenticeship student loan repayment K-12 2026 SECURE 2.0 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |