Real ChatGPT answer · index seedBLyBBLBOvqQcompleteEducation · financial aid and scholarshipscommercial
What are the tax implications of using a 529 plan to pay for graduate school application fees due by the end of the week?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the tax implications of using a 529 plan to pay for graduate school application fees due by the end of the week?
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 529 qualified higher education expenses application fees enrollment attendance graduate school Google ↗
IRS 529 plan nonqualified distribution 10% additional tax earnings state tax recapture application fees Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- Can You Use a 529 Plan to Pay for Graduate School? · savingforcollege.com
- 10 Questions to Consider Before Opening a 529 Account - Investor Bulletin · investor.gov
- Are College Application Fees Covered by 529 Plans? What to Know Before You Withdraw Funds · savingforcollege.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS Publication 970 2025 529 qualified higher education expenses application fees enrollment attendance graduate school OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
IRS 529 plan nonqualified distribution 10% additional tax earnings state tax recapture application fees OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |