Real ChatGPT answer · index seed4buMLgJonXgcompleteEducation · financial aid and scholarshipscommercial
Can you explain the lifetime learning tax credit income limits and show me how much I can claim on my tax return as a part-time graduate student?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you explain the lifetime learning tax credit income limits and show me how much I can claim on my tax return as a part-time graduate student?
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
site:irs.gov Lifetime Learning Credit 2025 MAGI phase out 80000 90000 160000 180000 2026 Google ↗
site:irs.gov Publication 970 2025 Lifetime Learning Credit qualified expenses graduate student part time nonrefundable Google ↗
- Publication 970 · irs.gov
- Instructions for Form 8863 (2025) · 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 |
|---|---|---|---|---|---|---|---|
site:irs.gov Lifetime Learning Credit 2025 MAGI phase out 80000 90000 160000 180000 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:irs.gov Publication 970 2025 Lifetime Learning Credit qualified expenses graduate student part time nonrefundable OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |