Real ChatGPT answer · index seedxA3d0hZf8j8completeParenting and family · family financescommercial

can you explain how 529 plan contributions affect my federal taxes this year as a middle class parent

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

The searches the AI actually ran for this prompt.

SEED QUERY
can you explain how 529 plan contributions affect my federal taxes this year as a middle class parent
3 real searches · 1 real-search pass
IRS 529 plan contributions federal income tax deduction qualified distributions 2026Google ↗
OBSERVEDYes / no
IRS 2026 annual gift tax exclusion 529 five year electionGoogle ↗
OBSERVEDComparison
Illinois Bright Start 529 state income tax deduction 2026 contribution limitGoogle ↗
OBSERVEDOther / navigational

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 / navigational33%Comparison33%ConsequenceReasonDefinitionInstructionYes / no33%

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 plan contributions federal income tax deduction qualified distributions 2026 Google ↗
IRS 2026 annual gift tax exclusion 529 five year election Google ↗
Illinois Bright Start 529 state income tax deduction 2026 contribution limit Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 529 plan contributions federal income tax deduction qualified distributions 2026
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
IRS 2026 annual gift tax exclusion 529 five year election
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Illinois Bright Start 529 state income tax deduction 2026 contribution limit
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1