Real ChatGPT answer · index seedamwCkKlJw3IcompleteFinance and banking · investing and brokeragescommercial
How should a dual-income household with two kids allocate their retirement portfolio across traditional and Roth accounts for maximum tax efficiency?
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The searches the AI actually ran for this prompt.
SEED QUERY
How should a dual-income household with two kids allocate their retirement portfolio across traditional and Roth accounts for maximum tax efficiency?
3 real searches · 1 real-search pass
IRS 2026 401(k) contribution limit traditional Roth IRA income limits 2026 tax brackets officialGoogle ↗
OBSERVEDReason
IRS retirement plans FAQs Roth traditional 401k contributions tax treatment required minimum distributions Roth IRA officialGoogle ↗
OBSERVEDReason
IRS 2026 tax inflation adjustments standard deduction tax brackets officialGoogle ↗
OBSERVEDDefinition
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 2026 401(k) contribution limit traditional Roth IRA income limits 2026 tax brackets official Google ↗
IRS retirement plans FAQs Roth traditional 401k contributions tax treatment required minimum distributions Roth IRA official Google ↗
IRS 2026 tax inflation adjustments standard deduction tax brackets official Google ↗
- Retirement topics - 401(k) and profit-sharing plan contribution limits · irs.gov
- 401(k) limit increases to $24,500 for 2026, IRA limit increases to $7,500 · irs.gov
- Retirement plan and IRA required minimum distributions FAQs · irs.gov
- Retirement topics - Required minimum distributions (RMDs) · irs.gov
- Internal Revenue Bulletin: 2025-45 · irs.gov
- Working Families Tax Cuts – Individuals and workers · irs.gov
- Publication 590-A (2025), Contributions to Individual Retirement Arrangements (IRAs) · irs.gov
- Retirement topics - IRA contribution limits · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 2026 401(k) contribution limit traditional Roth IRA income limits 2026 tax brackets official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS retirement plans FAQs Roth traditional 401k contributions tax treatment required minimum distributions Roth IRA official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS 2026 tax inflation adjustments standard deduction tax brackets official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 |