Are 529 college savings plans worth opening now for a toddler if I am still paying off my own student loans on a tight budget?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are 529 college savings plans worth opening now for a toddler if I am still paying off my own student loans on a tight budget?
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
Kentucky 529 plan tax deduction 2026 contribution limits KAPT KY Saves tax benefits official Google ↗
IRS 529 plans Roth IRA rollover 15 years 35000 qualified education expenses 2026 Google ↗
- FAQs · kysaves.com
- Tax Benefits · kysaves.com
- 529 Plans: Questions and answers · irs.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Kentucky 529 plan tax deduction 2026 contribution limits KAPT KY Saves tax benefits official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS 529 plans Roth IRA rollover 15 years 35000 qualified education expenses 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |