Real ChatGPT answer · index seedMPp7vJsHdOscompleteEducation · financial aid and scholarshipscomparison
Comparing the American Opportunity Tax Credit limits with 529 plan withdrawals which one should we use first to maximize our college savings this year
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The searches the AI actually ran for this prompt.
SEED QUERY
Comparing the American Opportunity Tax Credit limits with 529 plan withdrawals which one should we use first to maximize our college savings this year
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
IRS 2026 American Opportunity Tax Credit income limits 2026 529 qualified expenses coordination double dipping Google ↗
IRS Publication 970 2025 American opportunity credit 529 distributions same expenses Google ↗
- Education credits - AOTC and LLC · irs.gov
- 2026 Instructions for Form 8863 · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- No double education benefits allowed · irs.gov
- Qualified Ed expenses · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 2026 American Opportunity Tax Credit income limits 2026 529 qualified expenses coordination double dipping OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS Publication 970 2025 American opportunity credit 529 distributions same expenses OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |