Real ChatGPT answer · index seed9VERzqzWxyocompleteFinance and banking · investing and brokeragescomparison
Compare Roth and traditional IRAs for a dual income family looking to maximize college savings and retirement simultaneously.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare Roth and traditional IRAs for a dual income family looking to maximize college savings and retirement simultaneously.
2 real searches · 1 real-search pass
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)
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
IRS 2026 IRA contribution limits Roth traditional income phase out 2026 Google ↗
Federal Student Aid FAFSA retirement accounts excluded assets IRA distributions income treatment 529 parent assets Google ↗
- Filling Out the FAFSA Form · fsapartners.ed.gov
- Filling Out the FAFSA Form · fsapartners.ed.gov
- FAFSA® Checklist: What Students Need · studentaid.gov
- Student Aid Index and Free Application for Federal Student Aid: Frequently Asked Questions · everycrsreport.com
- Publication 590-A (2025), Contributions to Individual Retirement Arrangements (IRAs) · irs.gov
- 401(k) limit increases to $24,500 for 2026, IRA limit increases to $7,500 · irs.gov
- Save for College · treasurer.sc.gov
- IIT FAQs · dor.sc.gov
- Explore Future Scholar · futurescholar.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 2026 IRA contribution limits Roth traditional income phase out 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Federal Student Aid FAFSA retirement accounts excluded assets IRA distributions income treatment 529 parent assets OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |