Real ChatGPT answer · index seedoZsvQLaX1NEcompleteEducation · financial aid and scholarshipscomparison

Should I withdraw money from my state 529 plan or my Roth IRA to pay for my final semester of tuition without taking on more debt?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Should I withdraw money from my state 529 plan or my Roth IRA to pay for my final semester of tuition without taking on more debt?
2 real searches · 1 real-search pass
IRS 529 qualified education expenses Roth IRA distributions ordering rules contributions earnings higher education exception Publication 970 2025Google ↗
OBSERVEDReason
Washington state 529 plan tax benefits recapture qualified withdrawals rules DreamAhead GETGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReason50%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 qualified education expenses Roth IRA distributions ordering rules contributions earnings higher education exception Publication 970 2025 Google ↗
Washington state 529 plan tax benefits recapture qualified withdrawals rules DreamAhead GET Google ↗
  1. Publication 970 · irs.gov
  2. WA529 FAQs · 529.wa.gov
  3. GET FAQs · readysetgrad.wa.gov
  4. College Savings Plans · studentloaned.wa.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 529 qualified education expenses Roth IRA distributions ordering rules contributions earnings higher education exception Publication 970 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Washington state 529 plan tax benefits recapture qualified withdrawals rules DreamAhead GET
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1