Real ChatGPT answer · index seedYEMDJ3rzmVMcompleteEducation · financial aid and scholarshipscomparison
Which offers better tax savings for our family income bracket, contributing more to our state 529 plan or paying tuition directly to qualify for the AOTC?
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The searches the AI actually ran for this prompt.
SEED QUERY
Which offers better tax savings for our family income bracket, contributing more to our state 529 plan or paying tuition directly to qualify for the AOTC?
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
2026 American Opportunity Tax Credit income phaseout 80,000 90,000 160,000 180,000 IRS qualified expenses 529 double dipping Google ↗
Georgia Path2College 529 state income tax deduction 2026 $8000 $4000 official Google ↗
- Georgia's 529 College Savings · ost.georgia.gov
- Georgia 529 Plan Questions Answered · path2college529.com
- GA R&R - GAC · rules.sos.ga.gov
- Education credits: Questions and answers · irs.gov
- Instructions for Form 8863 (2025) · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 American Opportunity Tax Credit income phaseout 80,000 90,000 160,000 180,000 IRS qualified expenses 529 double dipping OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Georgia Path2College 529 state income tax deduction 2026 $8000 $4000 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |