How much do I need to contribute to a 529 plan by December to maximize my state tax benefits, and which plans perform best?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much do I need to contribute to a 529 plan by December to maximize my state tax benefits, and which plans perform best?
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). 1 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
Arizona 529 tax deduction 2026 contribution limit married filing jointly per beneficiary official Google ↗
Arizona 529 plan investment performance 2025 2026 performance fees comparison official Google ↗
- AZ Tax Advantages · az529.gov
- FAQ · az529.gov
- Fidelity Investments · az529.gov
- Explore Utah my529 · my529.org
- Explore Vanguard 529 · investor.vanguard.com
- Saving For College's 529 performance rankings · savingforcollege.com
- 529 Performance Rankings · savingforcollege.com
- Fidelity Investments · fundresearch.fidelity.com
- 43-1022 · azleg.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Arizona 529 tax deduction 2026 contribution limit married filing jointly per beneficiary official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 | |
Arizona 529 plan investment performance 2025 2026 performance fees comparison official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |