Are there any proposed legislative changes that would expand American Opportunity Tax Credit eligibility to lifelong learning non-degree credentials?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any proposed legislative changes that would expand American Opportunity Tax Credit eligibility to lifelong learning non-degree credentials?
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
2026 proposed legislation expand American Opportunity Tax Credit nondegree credentials lifelong learning AOTC bills Google ↗
American Opportunity Tax Credit short-term credentials non-degree credentials proposed legislation AOTC 2025 2026 Congress bill Google ↗
- 26 U.S.C. § 25A: American Opportunity and Lifetime Learning credits · uscode.house.gov
- Education credits - AOTC and LLC · irs.gov
- Instructions for Form 8862 (12/2025) · irs.gov
- www.govinfo.gov · govinfo.gov
- H.R. 464 (IH) - Skills Investment Act of 2025 - BILLS-119hr464ih | Content Details · govinfo.gov
- newwww.acenet.edu · newwww.acenet.edu
- Publication 5198 (Rev. 7-2026) · irs.gov
- Congressional · congress.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 proposed legislation expand American Opportunity Tax Credit nondegree credentials lifelong learning AOTC bills OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
American Opportunity Tax Credit short-term credentials non-degree credentials proposed legislation AOTC 2025 2026 Congress bill OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |