Real ChatGPT answer · index seedZfdYu7anBHwcompleteParenting and family · family financescommercial

How do 529 plan contributions affect my small business tax bracket at the end of the fiscal year?

ChatGPTgpt-62 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 contributions affect my small business tax bracket at the end of the fiscal year?
2 real searches · 1 real-search pass
IRS 529 plan contributions federal tax deduction business expense Publication 970 2026Google ↗
OBSERVEDReason
Florida 529 plan state income tax deduction Florida no individual income tax officialGoogle ↗
OBSERVEDYes / no

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 (2)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstructionYes / no50%

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
IRS 529 plan contributions federal tax deduction business expense Publication 970 2026 Google ↗
Florida 529 plan state income tax deduction Florida no individual income tax official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 529 plan contributions federal tax deduction business expense Publication 970 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Florida 529 plan state income tax deduction Florida no individual income tax official
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1