Real ChatGPT answer · index seed6rD4y7Q4CzUcompleteEducation · financial aid and scholarshipsbrand

How do recent updates to tax law affect the interaction between 529 plan distributions and claiming the American Opportunity Tax Credit?

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 recent updates to tax law affect the interaction between 529 plan distributions and claiming the American Opportunity Tax Credit?
2 real searches · 1 real-search pass
2025 2026 tax law changes 529 plans American Opportunity Tax Credit coordination IRS OBBBAGoogle ↗
OBSERVEDReason
IRS Publication 970 2025 529 distributions American opportunity credit coordination qualified expensesGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

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
2025 2026 tax law changes 529 plans American Opportunity Tax Credit coordination IRS OBBBA Google ↗
IRS Publication 970 2025 529 distributions American opportunity credit coordination qualified expenses Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 tax law changes 529 plans American Opportunity Tax Credit coordination IRS OBBBA
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
IRS Publication 970 2025 529 distributions American opportunity credit coordination qualified expenses
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1