how do 529 plans compare to roth IRAs for college savings considering my variable income as an independent contractor
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
how do 529 plans compare to roth IRAs for college savings considering my variable income as an independent contractor
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 529 plans qualified education expenses Roth IRA rollover 15 years 35000 2026 contribution rules Google ↗
IRS 2026 Roth IRA contribution limits compensation self employed contributions Google ↗
- Retirement topics - IRA contribution limits · irs.gov
- Publication 590-A (2025), Contributions to Individual Retirement Arrangements (IRAs) · irs.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
- Virginia529's official website · virginia529.com
- Code of Virginia (2026 Updates) · law.lis.virginia.gov
- Invest529 for Virginia Residents · invest529.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 529 plans qualified education expenses Roth IRA rollover 15 years 35000 2026 contribution rules OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS 2026 Roth IRA contribution limits compensation self employed contributions OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |