Real ChatGPT answer · index seedWBWdnaqNgLIcompleteEducation · financial aid and scholarshipscommercial
Can you compare the tax advantages of the Lifetime Learning Credit versus the American Opportunity Tax Credit for a small business owner?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the tax advantages of the Lifetime Learning Credit versus the American Opportunity Tax Credit for a small business owner?
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 2025 American Opportunity Tax Credit Lifetime Learning Credit income limits refundable 2025 qualified expenses OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
IRS Publication 970 2025 AOTC LLC comparison business owner self employed education expenses OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |