How does a four percent 401k match compare to a pension when planning for retirement with two kids in college?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does a four percent 401k match compare to a pension when planning for retirement with two kids in college?
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). 1 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
U.S. Department of Labor defined benefit pension plan lifetime monthly benefit versus 401(k) defined contribution plan employer match explanation Google ↗
IRS 401(k) employer matching contributions retirement plan basics Google ↗
- FAQs about Retirement Plans and ERISA · dol.gov
- Types of Retirement Plans · dol.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
U.S. Department of Labor defined benefit pension plan lifetime monthly benefit versus 401(k) defined contribution plan employer match explanation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
IRS 401(k) employer matching contributions retirement plan basics OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |