Real ChatGPT answer · index seedntksuiewEBkcompleteEducation · financial aid and scholarshipscommercial

I need to know the penalty-free 529 withdrawal rules for a laptop and required software that I must purchase by tomorrow morning.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need to know the penalty-free 529 withdrawal rules for a laptop and required software that I must purchase by tomorrow morning.
2 real searches · 1 real-search pass
IRS 529 qualified higher education expenses computer equipment software current rules 2026Google ↗
OBSERVED
IRS Publication 970 529 computer equipment software internet access qualified higher education expenses 2026Google ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
IRS 529 qualified higher education expenses computer equipment software current rules 2026 Google ↗
IRS Publication 970 529 computer equipment software internet access qualified higher education expenses 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 529 qualified higher education expenses computer equipment software current rules 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IRS Publication 970 529 computer equipment software internet access qualified higher education expenses 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1