Real ChatGPT answer · index seedQXpY5EU4VascompleteParenting and family · family financesbrand

What are the best alternative high-yield savings vehicles if I want to move funds previously earmarked in a 529 plan that won't be used for college?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best alternative high-yield savings vehicles if I want to move funds previously earmarked in a 529 plan that won't be used for college?
3 real searches · 1 real-search pass
IRS 529 nonqualified distributions 10% additional tax Roth IRA rollover 35000 15 years 2026 rulesGoogle ↗
OBSERVEDConsequence
529 plan unused funds options change beneficiary Roth IRA rollover rules 2026 state tax recaptureGoogle ↗
OBSERVEDComparison
FDIC deposit insurance savings accounts money market deposit accounts Treasury bills tax treatment officialGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparison33%Consequence33%Reason33%DefinitionInstructionYes / no

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
IRS 529 nonqualified distributions 10% additional tax Roth IRA rollover 35000 15 years 2026 rules Google ↗
529 plan unused funds options change beneficiary Roth IRA rollover rules 2026 state tax recapture Google ↗
FDIC deposit insurance savings accounts money market deposit accounts Treasury bills tax treatment official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 529 nonqualified distributions 10% additional tax Roth IRA rollover 35000 15 years 2026 rules
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
529 plan unused funds options change beneficiary Roth IRA rollover rules 2026 state tax recapture
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
FDIC deposit insurance savings accounts money market deposit accounts Treasury bills tax treatment official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1