Real ChatGPT answer · index seedmSeCRybU6xAcompleteEducation · financial aid and scholarshipscommercial
Show me a comparison of business tax deductions for higher education versus personal education tax credits like the AOTC.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Show me a comparison of business tax deductions for higher education versus personal education tax credits like the AOTC.
3 real searches · 1 real-search pass
IRS 2026 American Opportunity Tax Credit income phaseout 2026 section 127 employer educational assistance limit 2026Google ↗
OBSERVEDReason
site:irs.gov education credits AOTC LLC 2026 income limits qualified expenses employer educational assistance section 127 5250Google ↗
OBSERVEDOther / navigational
site:irs.gov Publication 970 2025 business deduction education expenses section 162 minimum educational requirements new trade businessGoogle ↗
OBSERVEDOther / navigational
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
IRS 2026 American Opportunity Tax Credit income phaseout 2026 section 127 employer educational assistance limit 2026 Google ↗
site:irs.gov education credits AOTC LLC 2026 income limits qualified expenses employer educational assistance section 127 5250 Google ↗
site:irs.gov Publication 970 2025 business deduction education expenses section 162 minimum educational requirements new trade business Google ↗
- Education credits - AOTC and LLC · irs.gov
- Publication 5198 (Rev. 7-2026) · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Updates to frequently asked questions about educational assistance programs · irs.gov
- Qualified Ed expenses · irs.gov
- 2025 Publication 970 · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 2026 American Opportunity Tax Credit income phaseout 2026 section 127 employer educational assistance limit 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
site:irs.gov education credits AOTC LLC 2026 income limits qualified expenses employer educational assistance section 127 5250 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:irs.gov Publication 970 2025 business deduction education expenses section 162 minimum educational requirements new trade business OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |