Real ChatGPT answer · index seedTZTvXmLtcmAcompleteEducation · financial aid and scholarshipscomparison
Compare the Lifetime Learning Credit phase-out limits for single filers reporting pass-through business losses
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the Lifetime Learning Credit phase-out limits for single filers reporting pass-through business losses
1 real search · 1 real-search pass
2026 Lifetime Learning Credit income phase out single filer MAGI pass-through business losses IRSGoogle ↗
OBSERVEDConsequence
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
2026 Lifetime Learning Credit income phase out single filer MAGI pass-through business losses IRS Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- IR-2025-102: IRS releases tax inflation adjustments for tax year 2026, including amendments from the One, Big, Beautiful Bill · content.govdelivery.com
- 2025 Instructions for Schedule E (Form 1040) (2025) · irs.gov
- Instructions for Form 8582 (2025) · irs.gov
- Publication 925 (2025), Passive Activity and At-Risk Rules · irs.gov
- Publication 970 (2025), Tax Benefits for Education · dejavu.org