Real ChatGPT answer · index seedfFUZhxSjgwMcompleteEducation · financial aid and scholarshipsinformational
Are online continuing education courses or professional certification programs eligible expenses under 529 plan withdrawal rules?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are online continuing education courses or professional certification programs eligible expenses under 529 plan withdrawal rules?
2 real searches · 1 real-search pass
IRS 529 qualified higher education expenses continuing education professional certification courses eligible 529 withdrawal rules 2026Google ↗
OBSERVEDComparison
529 plan qualified expenses eligible educational institutions postsecondary continuing education professional certification IRS Publication 970Google ↗
OBSERVEDReason
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 higher education expenses continuing education professional certification courses eligible 529 withdrawal rules 2026 Google ↗
529 plan qualified expenses eligible educational institutions postsecondary continuing education professional certification IRS Publication 970 Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 529 qualified higher education expenses continuing education professional certification courses eligible 529 withdrawal rules 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
529 plan qualified expenses eligible educational institutions postsecondary continuing education professional certification IRS Publication 970 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |