What is better for our family budget right now, paying off my wife student loans or boosting our retirement contributions
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is better for our family budget right now, paying off my wife student loans or boosting our retirement contributions
1 real search · 1 real-search pass
student loan repayment versus retirement contributions employer match interest rate financial planning guidance Fidelity VanguardGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
student loan repayment versus retirement contributions employer match interest rate financial planning guidance Fidelity Vanguard Google ↗
- How much should I contribute to my 401(k)? · fidelity.com
- Matching contributions help you save more for retirement · irs.gov
- Markets to Mindsets: Debt, stress, and the next dollar · workplace.vanguard.com