Real ChatGPT answer · index seedKox1Z1E6ziQcompleteEducation · financial aid and scholarshipscommercial
What tax credits for education apply if I am auditing classes instead of taking them for a formal degree?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What tax credits for education apply if I am auditing classes instead of taking them for a formal degree?
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 Publication 970 2025 auditing courses Lifetime Learning Credit audit classes eligible expenses degree requirement Google ↗
IRS American Opportunity Tax Credit requirements degree seeking at least half time 2025 Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Qualified Ed expenses · irs.gov
- Education credits 1 9 · irs.gov
- Education credits - AOTC and LLC · irs.gov
- Education credits: Questions and answers · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS Publication 970 2025 auditing courses Lifetime Learning Credit audit classes eligible expenses degree requirement OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
IRS American Opportunity Tax Credit requirements degree seeking at least half time 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 |