Real ChatGPT answer · index seedNtjq37eNXW0completeEducation · financial aid and scholarshipsinformational
How do education tax credits like the American Opportunity Tax Credit actually get paid out to families like mine?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do education tax credits like the American Opportunity Tax Credit actually get paid out to families like mine?
1 real search · 1 real-search pass
IRS American Opportunity Tax Credit 2026 refundable portion 40% $1000 income limits Form 8863 dependency rulesGoogle ↗
OBSERVEDConsequence
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 2026 refundable portion 40% $1000 income limits Form 8863 dependency rules Google ↗
- Education credits - AOTC and LLC · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Education credits: Questions and answers · irs.gov
- Instructions for Form 8863 (2025) · irs.gov