Real ChatGPT answer · index seedUJTSOfbnULocompleteParenting and family · family financescomparison

Is a five hundred twenty nine plan better than a Roth IRA for my grandchild when I want to fund their future education starting this afternoon?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is a five hundred twenty nine plan better than a Roth IRA for my grandchild when I want to fund their future education starting this afternoon?
3 real searches · 1 real-search pass
2026 IRS 529 plans qualified education expenses Roth IRA contributions earned income education withdrawal rulesGoogle ↗
OBSERVEDReason
Virginia 529 tax deduction grandparent contributions 2026 official Virginia529Google ↗
OBSERVEDOther / navigational
2026 FAFSA grandparent owned 529 distributions student income rule official Federal Student AidGoogle ↗
OBSERVEDDefinition

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 / navigational33%ComparisonConsequenceReason33%Definition33%InstructionYes / 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
2026 IRS 529 plans qualified education expenses Roth IRA contributions earned income education withdrawal rules Google ↗
Virginia 529 tax deduction grandparent contributions 2026 official Virginia529 Google ↗
2026 FAFSA grandparent owned 529 distributions student income rule official Federal Student Aid Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 IRS 529 plans qualified education expenses Roth IRA contributions earned income education withdrawal rules
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Virginia 529 tax deduction grandparent contributions 2026 official Virginia529
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2026 FAFSA grandparent owned 529 distributions student income rule official Federal Student Aid
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1