How do I choose between a traditional savings account and a 529 plan for my baby when I am still paying off my own student loans?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I choose between a traditional savings account and a 529 plan for my baby when I am still paying off my own student loans?
3 real searches · 1 real-search pass
IRS 529 plans qualified education expenses 2026 rollover Roth IRA 15 years contribution limitsGoogle ↗
OBSERVEDComparison
Massachusetts 529 U.Fund tax deduction contribution 2026 officialGoogle ↗
OBSERVEDOther / navigational
CFPB prioritize emergency savings high interest debt student loans financial planningGoogle ↗
OBSERVEDYes / no
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
IRS 529 plans qualified education expenses 2026 rollover Roth IRA 15 years contribution limits Google ↗
Massachusetts 529 U.Fund tax deduction contribution 2026 official Google ↗
CFPB prioritize emergency savings high interest debt student loans financial planning Google ↗
- An essential guide to building an emergency fund · consumerfinance.gov
- Options for repaying your federal student loan · consumerfinance.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
- Financing Education · sec.state.ma.us
- U.Fund College Investing Plan Massachusetts | 529 Savings · fidelity.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 529 plans qualified education expenses 2026 rollover Roth IRA 15 years contribution limits OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Massachusetts 529 U.Fund tax deduction contribution 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
CFPB prioritize emergency savings high interest debt student loans financial planning OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 |