Real ChatGPT answer · index seedIxRBR6U9CQAcompleteEducation · financial aid and scholarshipsinformational
What educational expenses are actually eligible for the Lifetime Learning Credit versus other tax breaks?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What educational expenses are actually eligible for the Lifetime Learning Credit versus other tax breaks?
2 real searches · 1 real-search pass
IRS Lifetime Learning Credit qualified expenses 2026 tuition fees books supplies equipment room board tax-free education benefits Publication 970Google ↗
OBSERVEDReason
IRS education tax benefits American Opportunity Tax Credit 529 qualified expenses student loan interest deduction 2026Google ↗
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 Lifetime Learning Credit qualified expenses 2026 tuition fees books supplies equipment room board tax-free education benefits Publication 970 Google ↗
IRS education tax benefits American Opportunity Tax Credit 529 qualified expenses student loan interest deduction 2026 Google ↗
- Qualified Ed expenses · irs.gov
- Education credits · irs.gov
- Education credits 1 9 · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Tax credits and deductions for education · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS Lifetime Learning Credit qualified expenses 2026 tuition fees books supplies equipment room board tax-free education benefits Publication 970 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS education tax benefits American Opportunity Tax Credit 529 qualified expenses student loan interest deduction 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |