Real ChatGPT answer · index seedN1ljr5OeVQAcompleteEducation · financial aid and scholarshipscomparison
Is the American Opportunity Tax Credit better than the Lifetime Learning Tax Credit for my household income of eighty thousand dollars while my daughter is a freshman
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The searches the AI actually ran for this prompt.
SEED QUERY
Is the American Opportunity Tax Credit better than the Lifetime Learning Tax Credit for my household income of eighty thousand dollars while my daughter is a freshman
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 2026 American Opportunity Tax Credit income phase out 80000 Lifetime Learning Credit 2026 MAGI limits Google ↗
IRS Publication 970 American Opportunity Credit Lifetime Learning Credit 2025 2026 eligibility Google ↗
- Education credits - AOTC and LLC · irs.gov
- 2026 Instructions for Form 8863 · irs.gov
- Education credits: Questions and answers · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Instructions for Form 8863 (2025) · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 2026 American Opportunity Tax Credit income phase out 80000 Lifetime Learning Credit 2026 MAGI limits OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
IRS Publication 970 American Opportunity Credit Lifetime Learning Credit 2025 2026 eligibility OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |