Real ChatGPT answer · index seedJxmhVdpxJIocompleteParenting and family · teen issueshowto

As a small business owner, what are the current tax advantages and step by step rules for setting up a 529 college savings plan to help pay for my oldest teen's upcoming tuition costs?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
As a small business owner, what are the current tax advantages and step by step rules for setting up a 529 college savings plan to help pay for my oldest teen's upcoming tuition costs?
3 real searches · 1 real-search pass
2026 federal 529 plan tax rules 2026 OBBBA qualified expenses contribution limits IRS Publication 970Google ↗
OBSERVEDReason
New York 529 College Savings Program state income tax deduction 2026 contribution limits officialGoogle ↗
OBSERVEDDefinition
IRS 529 qualified tuition program 2026 Roth IRA rollover 15 years $35,000 gift tax 2026Google ↗
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 (3)
Short factOther / navigationalComparisonConsequence33%Reason33%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 federal 529 plan tax rules 2026 OBBBA qualified expenses contribution limits IRS Publication 970 Google ↗
New York 529 College Savings Program state income tax deduction 2026 contribution limits official Google ↗
IRS 529 qualified tuition program 2026 Roth IRA rollover 15 years $35,000 gift tax 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 federal 529 plan tax rules 2026 OBBBA qualified expenses contribution limits IRS Publication 970
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
New York 529 College Savings Program state income tax deduction 2026 contribution limits official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1
IRS 529 qualified tuition program 2026 Roth IRA rollover 15 years $35,000 gift tax 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1