What are the precise compliance steps for verifying that a 529 plan withdrawal was used exclusively for qualified higher education expenses?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the precise compliance steps for verifying that a 529 plan withdrawal was used exclusively for qualified higher education expenses?
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 Publication 970 2025 qualified tuition program distributions qualified higher education expenses records 529 Google ↗
IRS 529 plans qualified higher education expenses room board books computers 2026 tax rules Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
- Finance Committee Section-by-Section Title VII · finance.senate.gov
- Publication 525 (2025), Taxable and Nontaxable Income · irs.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS Publication 970 2025 qualified tuition program distributions qualified higher education expenses records 529 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS 529 plans qualified higher education expenses room board books computers 2026 tax rules OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |