Real ChatGPT answer · index seedi7qXx6tD2HYcompleteParenting and family · teen issuescommercial

As a small business owner on a tight budget, what are the best 529 plans or tax-advantaged college savings accounts I should look into for my daughter entering high school soon?

ChatGPTgpt-64 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 on a tight budget, what are the best 529 plans or tax-advantaged college savings accounts I should look into for my daughter entering high school soon?
4 real searches · 1 real-search pass
New Jersey NJBEST 529 tax deduction income limit 2026 officialGoogle ↗
OBSERVEDOther / navigational
New Jersey 529 plan NJBEST fees investment options official 2026Google ↗
OBSERVEDComparison
IRS 529 plans qualified expenses Roth IRA rollover 2026 officialGoogle ↗
OBSERVEDOther / navigational
529 plans FAFSA parent assets 2026 federal student aid officialGoogle ↗
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 (4)
Short factOther / navigational50%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 Jersey NJBEST 529 tax deduction income limit 2026 official Google ↗
New Jersey 529 plan NJBEST fees investment options official 2026 Google ↗
IRS 529 plans qualified expenses Roth IRA rollover 2026 official Google ↗
529 plans FAFSA parent assets 2026 federal student aid official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
New Jersey NJBEST 529 tax deduction income limit 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
New Jersey 529 plan NJBEST fees investment options official 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
IRS 529 plans qualified expenses Roth IRA rollover 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
529 plans FAFSA parent assets 2026 federal student aid official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1