What are the most recent updates regarding state-sponsored 529 plans and matching grants for low to middle income self-employed families?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most recent updates regarding state-sponsored 529 plans and matching grants for low to middle income self-employed families?
3 real searches · 1 real-search pass
2026 state 529 plan matching grants low income families self-employed eligibility updates state programsGoogle ↗
OBSERVEDYes / no
2026 529 state tax benefits contribution limits SECURE 2.0 ABLE-to-529 state matching grants low incomeGoogle ↗
OBSERVEDConsequence
2026 state 529 matching grant programs low income families eligibility self-employedGoogle ↗
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). 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
2026 state 529 plan matching grants low income families self-employed eligibility updates state programs Google ↗
2026 529 state tax benefits contribution limits SECURE 2.0 ABLE-to-529 state matching grants low income Google ↗
2026 state 529 matching grant programs low income families eligibility self-employed Google ↗
- Georgia's Path2College 529 Plan Improvements Take Effect | Governor Brian P. Kemp Office of the Governor · gov.georgia.gov
- NJ Legislature · njleg.state.nj.us
- NJBEST Matching Program · hesaa.org
- House Bill 1024 (2025-2026 Session) · ncleg.gov
- Tax benefits for education: Information center · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 state 529 plan matching grants low income families self-employed eligibility updates state programs OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
2026 529 state tax benefits contribution limits SECURE 2.0 ABLE-to-529 state matching grants low income OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
2026 state 529 matching grant programs low income families eligibility self-employed OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |