Real ChatGPT answer · index seedEtxvfsFxyB4completeParenting and family · family financesinformational

How do 529 college savings plan contributions affect my personal adjusted gross income and my eligibility for certain small business tax credits?

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 college savings plan contributions affect my personal adjusted gross income and my eligibility for certain small business tax credits?
3 real searches · 1 real-search pass
IRS 529 contributions federal income tax deduction adjusted gross income Publication 970 2025Google ↗
OBSERVEDReason
IRS small business tax credits eligibility adjusted gross income personal AGI small employer health insurance credit research credit 2025Google ↗
OBSERVEDReason
Virginia 529 contribution state income tax deduction 2026 Virginia529Google ↗
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 (3)
Short fact33%Other / navigationalComparisonConsequenceReason67%DefinitionInstructionYes / 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
IRS 529 contributions federal income tax deduction adjusted gross income Publication 970 2025 Google ↗
IRS small business tax credits eligibility adjusted gross income personal AGI small employer health insurance credit research credit 2025 Google ↗
Virginia 529 contribution state income tax deduction 2026 Virginia529 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 529 contributions federal income tax deduction adjusted gross income Publication 970 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
IRS small business tax credits eligibility adjusted gross income personal AGI small employer health insurance credit research credit 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Virginia 529 contribution state income tax deduction 2026 Virginia529
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1