Between state 529 prepaid tuition plans and standard brokerage accounts, which is better for a small business owner saving for college right now?
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The searches the AI actually ran for this prompt.
SEED QUERY
Between state 529 prepaid tuition plans and standard brokerage accounts, which is better for a small business owner saving for college right now?
3 real searches · 1 real-search pass
2026 529 prepaid tuition plans versus brokerage account tax benefits federal rules SEC investor.govGoogle ↗
OBSERVEDComparison
IRS 529 qualified tuition program 2026 tax benefits rollover Roth IRA rulesGoogle ↗
OBSERVEDComparison
Texas prepaid tuition plan availability Texas Tuition Promise Fund 2026Google ↗
OBSERVEDComparison
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). 2 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
2026 529 prepaid tuition plans versus brokerage account tax benefits federal rules SEC investor.gov Google ↗
IRS 529 qualified tuition program 2026 tax benefits rollover Roth IRA rules Google ↗
Texas prepaid tuition plan availability Texas Tuition Promise Fund 2026 Google ↗
- 10 Questions to Consider Before Opening a 529 Account - Investor Bulletin · investor.gov
- An Introduction to 529 Plans - Investor Bulletin · sec.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- Texas Prepaid Higher Education Tuition Board · comptroller.texas.gov
- GENERAL INFORMATION · assets.comptroller.texas.gov
- Publication 590-A (2025), Contributions to Individual Retirement Arrangements (IRAs) · irs.gov
- Official plan website · texastuitionpromisefund.com
- Official plan website · texascollegesavings.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 529 prepaid tuition plans versus brokerage account tax benefits federal rules SEC investor.gov OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
IRS 529 qualified tuition program 2026 tax benefits rollover Roth IRA rules OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Texas prepaid tuition plan availability Texas Tuition Promise Fund 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |