Real ChatGPT answer · index seedx5IEHyAOGf8completeEducation · financial aid and scholarshipscommercial
Compare the pros and cons of using education tax credits versus pulling money from a 529 plan to pay for my spring semester.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the pros and cons of using education tax credits versus pulling money from a 529 plan to pay for my spring semester.
1 real search · 1 real-search pass
IRS education tax credits 529 plan qualified expenses coordination American Opportunity Lifetime Learning Credit 2026Google ↗
OBSERVED
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.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
IRS education tax credits 529 plan qualified expenses coordination American Opportunity Lifetime Learning Credit 2026 Google ↗
- Education credits - AOTC and LLC · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- 26 U.S. Code § 529 - Qualified tuition programs | U.S. Code | US Law · law.cornell.edu
- No double education benefits allowed · irs.gov
- Education credits · irs.gov