Real ChatGPT answer · index seedmfyMPu31S5ocompleteEducationinformational
What counts as a qualified educational expense under IRS rules when using a 529 savings plan for my graduate certificate?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What counts as a qualified educational expense under IRS rules when using a 529 savings plan for my graduate certificate?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
IRS 529 qualified higher education expenses graduate certificate eligible educational institution tuition fees books room board IRS Publication 970 2025 Google ↗
IRS 529 qualified expenses computers internet room board half-time enrollment graduate certificate program Google ↗
3 cited sources
- Publication 970 (2025), Tax Benefits for Education · www.irs.gov
- 529 Plans: Questions and answers · www.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 529 qualified higher education expenses graduate certificate eligible educational institution tuition fees books room board IRS Publication 970 2025 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
IRS 529 qualified expenses computers internet room board half-time enrollment graduate certificate program OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |