Real ChatGPT answer · index seedXMdXMB6VI9wcompleteParenting and family · kids' educationinformational

Can you break down the rules for withdrawing money from a 529 plan if my child decides not to go to a traditional four-year college?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you break down the rules for withdrawing money from a 529 plan if my child decides not to go to a traditional four-year college?
3 real searches · 1 real-search pass
IRS 529 qualified expenses eligible postsecondary credentials apprenticeships Roth IRA rollover 2026 rulesGoogle ↗
OBSERVEDYes / no
IRS Publication 970 529 distributions nonqualified 10% additional tax exceptions beneficiary scholarship death disabilityGoogle ↗
OBSERVEDReason
New York 529 plan nonqualified withdrawal state tax deduction recapture rules officialGoogle ↗
OBSERVEDYes / no

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 / navigationalComparisonConsequenceReason33%DefinitionInstructionYes / no67%

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 qualified expenses eligible postsecondary credentials apprenticeships Roth IRA rollover 2026 rules Google ↗
IRS Publication 970 529 distributions nonqualified 10% additional tax exceptions beneficiary scholarship death disability Google ↗
New York 529 plan nonqualified withdrawal state tax deduction recapture rules official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 529 qualified expenses eligible postsecondary credentials apprenticeships Roth IRA rollover 2026 rules
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
IRS Publication 970 529 distributions nonqualified 10% additional tax exceptions beneficiary scholarship death disability
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
New York 529 plan nonqualified withdrawal state tax deduction recapture rules official
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1