Real ChatGPT answer · index seedg21wkcUef9QcompleteParenting and family · kids' educationinformational

What are the best tax-advantaged ways to save for college in New York State if we are starting late with a ten-year-old?

ChatGPTgpt-64 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 tax-advantaged ways to save for college in New York State if we are starting late with a ten-year-old?
4 real searches · 1 real-search pass
New York State 529 College Savings Program tax deduction 2026 contribution limits officialGoogle ↗
OBSERVEDDefinition
IRS 529 plans qualified education expenses Roth IRA rollover 2026 officialGoogle ↗
OBSERVEDOther / navigational
New York 529 Direct Plan investment options age based portfolios fees officialGoogle ↗
OBSERVEDComparison
FAFSA 529 parent owned account treatment student aid official 2026Google ↗
OBSERVEDShort fact

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 (4)
Short fact25%Other / navigational25%Comparison25%ConsequenceReasonDefinition25%InstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
New York State 529 College Savings Program tax deduction 2026 contribution limits official Google ↗
IRS 529 plans qualified education expenses Roth IRA rollover 2026 official Google ↗
New York 529 Direct Plan investment options age based portfolios fees official Google ↗
FAFSA 529 parent owned account treatment student aid official 2026 Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
New York State 529 College Savings Program tax deduction 2026 contribution limits official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1
IRS 529 plans qualified education expenses Roth IRA rollover 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
New York 529 Direct Plan investment options age based portfolios fees official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
FAFSA 529 parent owned account treatment student aid official 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1