Real ChatGPT answer · index seedC5g0Bon5Eq0completeEducation · financial aid and scholarshipsinformational
Which education tax credits can I claim this year if I am paying for college out of pocket while working full time and what forms do I need
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which education tax credits can I claim this year if I am paying for college out of pocket while working full time and what forms do I need
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
IRS 2026 education credits American Opportunity Lifetime Learning Credit income limits Form 8863 1098-T tax year 2026 Google ↗
IRS Publication 970 2026 education tax benefits employer educational assistance 5250 Google ↗
- Education credits: Questions and answers · irs.gov
- Education credits - AOTC and LLC · irs.gov
- 26 U.S.C. § 25A: American Opportunity and Lifetime Learning credits · uscode.house.gov
- Instructions for Form 8863 (2025) · irs.gov
- 2026 Instructions for Form 8863 · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- IR-2026-55: IRS updates frequently asked questions about section 127 educational assistance programs · content.govdelivery.com
- Employers may help with college expenses through educational assistance programs · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 2026 education credits American Opportunity Lifetime Learning Credit income limits Form 8863 1098-T tax year 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
IRS Publication 970 2026 education tax benefits employer educational assistance 5250 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |