Real ChatGPT answer · index seedtjHicIQqSnscompleteEducation · financial aid and scholarshipscommercial
What exact expenses qualify under the American Opportunity Tax Credit versus what must be paid out of pocket from my business profits?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What exact expenses qualify under the American Opportunity Tax Credit versus what must be paid out of pocket from my business profits?
1 real search · 1 real-search pass
IRS American Opportunity Tax Credit qualified education expenses 2026 income limits 2025 2026 business expenses education creditGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
IRS American Opportunity Tax Credit qualified education expenses 2026 income limits 2025 2026 business expenses education credit Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Qualified Ed expenses · irs.gov
- Instructions for Form 8863 (2025) · irs.gov
- Education credits: Questions and answers · irs.gov