Real ChatGPT answer · index seedHEZ7fTSAxy0completeEducation · financial aid and scholarshipscomparison

What happens to my unused 529 plan balance if my youngest child decides not to attend college and I want to roll it over into a Roth IRA?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What happens to my unused 529 plan balance if my youngest child decides not to attend college and I want to roll it over into a Roth IRA?
2 real searches · 1 real-search pass
IRS 529 plan to Roth IRA rollover rules 15 years 35000 annual contribution limit 2026Google ↗
OBSERVEDReason
SECURE 2.0 529 to Roth IRA rollover IRS guidance beneficiary 5 year contributionsGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
IRS 529 plan to Roth IRA rollover rules 15 years 35000 annual contribution limit 2026 Google ↗
SECURE 2.0 529 to Roth IRA rollover IRS guidance beneficiary 5 year contributions Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 529 plan to Roth IRA rollover rules 15 years 35000 annual contribution limit 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
SECURE 2.0 529 to Roth IRA rollover IRS guidance beneficiary 5 year contributions
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1