Real ChatGPT answer · index seedJfKFxFfuRhAcompleteEducation · financial aid and scholarshipscomparison
Is a 529 savings bond tax exclusion better than using education tax credits when planning for my business partners children attending university next fall?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a 529 savings bond tax exclusion better than using education tax credits when planning for my business partners children attending university next fall?
3 real searches · 1 real-search pass
IRS 529 plan qualified education expenses coordination American Opportunity Tax Credit 2026Google ↗
OBSERVEDReason
IRS American Opportunity Tax Credit 2026 income phase out maximum credit eligibilityGoogle ↗
OBSERVEDComparison
IRS 529 plan beneficiary account owner gift tax business partner child education tax treatmentGoogle ↗
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)
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 qualified education expenses coordination American Opportunity Tax Credit 2026 Google ↗
IRS American Opportunity Tax Credit 2026 income phase out maximum credit eligibility Google ↗
IRS 529 plan beneficiary account owner gift tax business partner child education tax treatment Google ↗
- Education credits: Questions and answers · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Qualified Ed expenses · irs.gov
- 529 Plans: Questions and answers · irs.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- 2026 Instructions for Form 8815 · irs.gov
- Internal Revenue Bulletin: 2025-45 · jcsa.live
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 529 plan qualified education expenses coordination American Opportunity Tax Credit 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS American Opportunity Tax Credit 2026 income phase out maximum credit eligibility OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
IRS 529 plan beneficiary account owner gift tax business partner child education tax treatment OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |