Real ChatGPT answer · index seedOIpkidUFcyIcompleteEducation · financial aid and scholarshipscomparison
Is the Lifetime Learning Tax Credit worth claiming if my employer already reimburses part of my tuition expenses
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is the Lifetime Learning Tax Credit worth claiming if my employer already reimburses part of my tuition expenses
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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS Lifetime Learning Credit employer provided educational assistance tax-free expenses cannot claim credit 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
IRS Publication 970 employer-provided educational assistance 5250 Lifetime Learning Credit coordination OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |