How do equity grants at early stage startups compare to traditional 401k matching when you are trying to decide between a stable corporate job and a risky new company?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do equity grants at early stage startups compare to traditional 401k matching when you are trying to decide between a stable corporate job and a risky new company?
1 real search · 1 real-search pass
IRS 401(k) employer matching contributions vesting rules retirement plans official; startup stock options employee equity dilution liquidation preferences common stock fair value explanation SECGoogle ↗
OBSERVEDReason
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
IRS 401(k) employer matching contributions vesting rules retirement plans official; startup stock options employee equity dilution liquidation preferences common stock fair value explanation SEC Google ↗
Queries
1 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 401(k) employer matching contributions vesting rules retirement plans official; startup stock options employee equity dilution liquidation preferences common stock fair value explanation SEC OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |