Real ChatGPT answer · index seed98dJEiNF92kcompleteEducation · financial aid and scholarshipsinformational
What educational tax credits are currently available for business owners who are taking night classes to finish their undergraduate degrees?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What educational tax credits are currently available for business owners who are taking night classes to finish their undergraduate degrees?
3 real searches · 1 real-search pass
IRS 2026 education tax credits American Opportunity Tax Credit Lifetime Learning Credit 2026 income limits officialGoogle ↗
OBSERVEDYes / no
IRS Publication 970 education credits business owner work-related education deduction minimum requirements new trade business employer educational assistance section 127Google ↗
OBSERVEDReason
California FTB education credits American Opportunity Lifetime Learning credit California state taxGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
IRS 2026 education tax credits American Opportunity Tax Credit Lifetime Learning Credit 2026 income limits official Google ↗
IRS Publication 970 education credits business owner work-related education deduction minimum requirements new trade business employer educational assistance section 127 Google ↗
California FTB education credits American Opportunity Lifetime Learning credit California state tax Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- 2026 Instructions for Form 8863 · irs.gov
- Education credits - AOTC and LLC · irs.gov
- Topic 513 – Work-Related Education Expenses · irs.gov
- IRS Publication 15-B – Employer's Tax Guide to Fringe Benefits · irs.gov
- uscode.house.gov · uscode.house.gov
- Publication 970 · irs.gov
- Tax credits and deductions for education · irs.gov
- College access tax credit · ftb.ca.gov
- Personal Credits · ftb.ca.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 2026 education tax credits American Opportunity Tax Credit Lifetime Learning Credit 2026 income limits official OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
IRS Publication 970 education credits business owner work-related education deduction minimum requirements new trade business employer educational assistance section 127 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
California FTB education credits American Opportunity Lifetime Learning credit California state tax OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |