Real ChatGPT answer · index seedFyFrlbTxYLEcompleteEducation · financial aid and scholarshipsinformational
How does the Lifetime Learning Credit work if my out of pocket tuition expenses were only paid using a refund from a private scholarship?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the Lifetime Learning Credit work if my out of pocket tuition expenses were only paid using a refund from a private scholarship?
2 real searches · 1 real-search pass
IRS Lifetime Learning Credit tax-free scholarships reduce qualified education expenses scholarship taxable income allocation 2026Google ↗
OBSERVEDComparison
IRS Publication 970 scholarship refund qualified tuition expenses Lifetime Learning Credit tax-free educational assistanceGoogle ↗
OBSERVEDComparison
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 tax-free scholarships reduce qualified education expenses scholarship taxable income allocation 2026 Google ↗
IRS Publication 970 scholarship refund qualified tuition expenses Lifetime Learning Credit tax-free educational assistance Google ↗
- Publication 970, Chapter 3 · 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 tax-free scholarships reduce qualified education expenses scholarship taxable income allocation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
IRS Publication 970 scholarship refund qualified tuition expenses Lifetime Learning Credit tax-free educational assistance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |