How do I choose between a stock purchase plan and matching 401k contributions when both are offered in a new package
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I choose between a stock purchase plan and matching 401k contributions when both are offered in a new package
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 401(k) employer matching contributions employee elective deferrals limits 2026 official Google ↗
SEC investor diversification employer stock concentration risk employee stock purchase plan tax qualified section 423 IRS Google ↗
- uscode.house.gov · uscode.house.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 401(k) employer matching contributions employee elective deferrals limits 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
SEC investor diversification employer stock concentration risk employee stock purchase plan tax qualified section 423 IRS OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |