Real ChatGPT answer · index seedo5XXUQ5oqpscompleteEducation · financial aid and scholarshipscomparison
Can I use the Lifetime Learning Credit to cover mandatory course material fees and software licenses that were billed separately by my university today?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can I use the Lifetime Learning Credit to cover mandatory course material fees and software licenses that were billed separately by my university today?
1 real search · 1 real-search pass
IRS Lifetime Learning Credit qualified education expenses books supplies equipment required to be paid to institution software fees separately billed 2026Google ↗
OBSERVEDReason
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
IRS Lifetime Learning Credit qualified education expenses books supplies equipment required to be paid to institution software fees separately billed 2026 Google ↗
- Qualified Ed expenses · irs.gov
- 2026 Instructions for Form 8863 · irs.gov