What are the best tax-advantaged ways of saving for college tuition if we make too much for need-based aid but still live paycheck to paycheck?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best tax-advantaged ways of saving for college tuition if we make too much for need-based aid but still live paycheck to paycheck?
6 real searches · 1 real-search pass
2026 IRS 529 qualified tuition program tax benefits contribution limits qualified expensesGoogle ↗
OBSERVEDYes / no
Georgia Path2College 529 state income tax deduction 2026 $4000 $8000 officialGoogle ↗
OBSERVEDOther / navigational
2026 FAFSA 529 parent asset treatment student aidGoogle ↗
OBSERVEDOther / navigational
Georgia Path2College 529 2026 state income tax deduction contribution limits officialGoogle ↗
OBSERVEDDefinition
IRS 529 plans qualified education expenses 2026 529-to-Roth IRA rollover rules officialGoogle ↗
OBSERVEDReason
IRS American Opportunity Tax Credit income phaseout 2026 officialGoogle ↗
OBSERVEDConsequence
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 (6)
Classes come from the query-classifier (a local Laya model). 6 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
2026 IRS 529 qualified tuition program tax benefits contribution limits qualified expenses Google ↗
Georgia Path2College 529 state income tax deduction 2026 $4000 $8000 official Google ↗
2026 FAFSA 529 parent asset treatment student aid Google ↗
Georgia Path2College 529 2026 state income tax deduction contribution limits official Google ↗
IRS 529 plans qualified education expenses 2026 529-to-Roth IRA rollover rules official Google ↗
IRS American Opportunity Tax Credit income phaseout 2026 official Google ↗
- Georgia's 529 College Savings · ost.georgia.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- State Employee/Employer Information · ost.georgia.gov
- Filling Out the FAFSA Form · fsapartners.ed.gov
- FAFSA® Checklist: What Students Need · studentaid.gov
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 IRS 529 qualified tuition program tax benefits contribution limits qualified expenses OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
Georgia Path2College 529 state income tax deduction 2026 $4000 $8000 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 FAFSA 529 parent asset treatment student aid OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Georgia Path2College 529 2026 state income tax deduction contribution limits official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 | |
IRS 529 plans qualified education expenses 2026 529-to-Roth IRA rollover rules official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS American Opportunity Tax Credit income phaseout 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |