Real ChatGPT answer · index seedhGx0W02tJF8completeFinance and banking · taxes and tax softwarecommercial
What are the strict rules for claiming the Lifetime Learning Credit for graduate school tuition while raising a family on a single income?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the strict rules for claiming the Lifetime Learning Credit for graduate school tuition while raising a family on a single income?
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 Lifetime Learning Credit 2026 income limits 2026 tax year graduate tuition eligible expenses rules Google ↗
IRS Publication 970 Lifetime Learning Credit 2025 2026 MAGI phaseout 20 percent $2,000 Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Education credits · irs.gov
- 2026 Instructions for Form 8863 · irs.gov
- 26 U.S.C. § 25A: American Opportunity and Lifetime Learning credits · uscode.house.gov
- Instructions for Form 8863 (2025) · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS Lifetime Learning Credit 2026 income limits 2026 tax year graduate tuition eligible expenses rules OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS Publication 970 Lifetime Learning Credit 2025 2026 MAGI phaseout 20 percent $2,000 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |