I am trying to choose between Vanguard retirement fund choices and Fidelity index funds in my 401k today to maximize my employer match before the deadline
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am trying to choose between Vanguard retirement fund choices and Fidelity index funds in my 401k today to maximize my employer match before the deadline
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
2026 IRS 401(k) contribution limit employer matching contributions official IRS Google ↗
Vanguard target retirement funds expense ratios Fidelity index funds 401(k) official fund information Google ↗
- Vanguard Target Retirement Funds · investor.vanguard.com
- No minimum investment mutual funds · fidelity.com
- 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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 IRS 401(k) contribution limit employer matching contributions official IRS OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Vanguard target retirement funds expense ratios Fidelity index funds 401(k) official fund information OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |