Real ChatGPT answer · index seedeEKp1iXSxuUcompleteParenting and family · family financesinformational

What are the updated contribution limits and tax perks for 529 plans under the latest federal tax laws?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the updated contribution limits and tax perks for 529 plans under the latest federal tax laws?
3 real searches · 1 real-search pass
2026 529 plan federal tax law contribution limits qualified expenses OBBBA 2025 IRS Treasury latestGoogle ↗
OBSERVEDReason
IRS 529 plans 2026 K-12 $20,000 qualified expenses annual limit law 2025Google ↗
OBSERVEDReason
2026 annual gift tax exclusion 529 five year election federal estate gift tax limitGoogle ↗
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 / navigationalComparisonConsequenceReason100%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
2026 529 plan federal tax law contribution limits qualified expenses OBBBA 2025 IRS Treasury latest Google ↗
IRS 529 plans 2026 K-12 $20,000 qualified expenses annual limit law 2025 Google ↗
2026 annual gift tax exclusion 529 five year election federal estate gift tax limit Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 529 plan federal tax law contribution limits qualified expenses OBBBA 2025 IRS Treasury latest
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
IRS 529 plans 2026 K-12 $20,000 qualified expenses annual limit law 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 annual gift tax exclusion 529 five year election federal estate gift tax limit
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1