Are there any new tax incentives or state-specific matching grants for opening a high-yield 529 college savings account this fiscal year?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any new tax incentives or state-specific matching grants for opening a high-yield 529 college savings account this fiscal year?
3 real searches · 1 real-search pass
2026 529 college savings state tax incentives matching grants Virginia 2026 fiscal year officialGoogle ↗
OBSERVEDReason
2026 state 529 matching grant programs contribution incentives official state plansGoogle ↗
OBSERVEDReason
2026 federal 529 tax law changes SECURE 2.0 529 current rulesGoogle ↗
OBSERVEDConsequence
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 college savings state tax incentives matching grants Virginia 2026 fiscal year official Google ↗
2026 state 529 matching grant programs contribution incentives official state plans Google ↗
2026 federal 529 tax law changes SECURE 2.0 529 current rules Google ↗
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 529 college savings state tax incentives matching grants Virginia 2026 fiscal year official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 state 529 matching grant programs contribution incentives official state plans OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 federal 529 tax law changes SECURE 2.0 529 current rules OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |