How do I claim the Lifetime Learning Credit on my taxes this year and what forms do I need from my university portal to get this done tonight?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I claim the Lifetime Learning Credit on my taxes this year and what forms do I need from my university portal to get this done tonight?
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 Form 8863 1098-T qualified expenses income limits Google ↗
site:irs.gov Publication 970 2025 Lifetime Learning Credit 1098-T tuition statement Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Instructions for Form 8863 (2025) · irs.gov
- IRS Form 8863 · 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 Form 8863 1098-T qualified expenses income limits OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:irs.gov Publication 970 2025 Lifetime Learning Credit 1098-T tuition statement OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |