Real ChatGPT answer · index seedODH5xA9HElccompleteFinance and banking · budgeting and savingcommercial
Can you outline the current penalty-free withdrawal rules for 529 plans if my child decides not to attend a traditional four-year university?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you outline the current penalty-free withdrawal rules for 529 plans if my child decides not to attend a traditional four-year university?
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
IRS 529 qualified tuition program 2026 qualified expenses apprenticeships Roth IRA rollover K-12 529 changes 2025 law Google ↗
IRS Publication 970 529 distributions qualified expenses 2026 Roth IRA rollover 529 Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- E P M U LU N RI U B U S Congressional Record Unite · congress.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
- IRS Courseware · apps.irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 529 qualified tuition program 2026 qualified expenses apprenticeships Roth IRA rollover K-12 529 changes 2025 law OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS Publication 970 529 distributions qualified expenses 2026 Roth IRA rollover 529 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |