Real ChatGPT answer · index seediSr2W1Lf6ZocompleteParenting and family · family financeslocal

How do 529 plan investment returns compare to high yield savings accounts when saving for a newborn child's future college expenses?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do 529 plan investment returns compare to high yield savings accounts when saving for a newborn child's future college expenses?
3 real searches · 1 real-search pass
529 plan tax advantages qualified education expenses IRS 2026 contribution state tax benefitsGoogle ↗
OBSERVEDComparison
SEC investor.gov 529 college savings plans investment risk FDIC savings account insuranceGoogle ↗
OBSERVEDConsequence
Maryland 529 college savings tax deduction 2026 Maryland state officialGoogle ↗
OBSERVEDReason

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 / navigationalComparison33%Consequence33%Reason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
529 plan tax advantages qualified education expenses IRS 2026 contribution state tax benefits Google ↗
SEC investor.gov 529 college savings plans investment risk FDIC savings account insurance Google ↗
Maryland 529 college savings tax deduction 2026 Maryland state official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
529 plan tax advantages qualified education expenses IRS 2026 contribution state tax benefits
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
SEC investor.gov 529 college savings plans investment risk FDIC savings account insurance
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Maryland 529 college savings tax deduction 2026 Maryland state official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1