Is immediate 401k vesting superior to a three-year cliff match when recruiting senior engineering talent in the current competitive market?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is immediate 401k vesting superior to a three-year cliff match when recruiting senior engineering talent in the current competitive market?
3 real searches · 1 real-search pass
2026 401(k) employer matching contribution vesting schedules immediate vesting three year cliff recruiting employee benefits senior talent surveyGoogle ↗
OBSERVEDReason
2025 2026 senior software engineer recruiting compensation benefits competition talent market employer benefits surveyGoogle ↗
OBSERVEDReason
401(k) matching contribution vesting schedule immediate vesting three year cliff IRS ERISA rulesGoogle ↗
OBSERVEDYes / no
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 401(k) employer matching contribution vesting schedules immediate vesting three year cliff recruiting employee benefits senior talent survey Google ↗
2025 2026 senior software engineer recruiting compensation benefits competition talent market employer benefits survey Google ↗
401(k) matching contribution vesting schedule immediate vesting three year cliff IRS ERISA rules Google ↗
- 2025 National IT & Engineering Compensation Survey · mranet.org
- Do Vesting Schedules Enhance Retention? · asppa-net.org
- 2025 DC Survey: Plan Benchmarking · plansponsor.com
- What You Should Know About Your Retirement Plan · dol.gov
- Issue Snapshot - Vesting schedules for matching contributions · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 401(k) employer matching contribution vesting schedules immediate vesting three year cliff recruiting employee benefits senior talent survey OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2025 2026 senior software engineer recruiting compensation benefits competition talent market employer benefits survey OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
401(k) matching contribution vesting schedule immediate vesting three year cliff IRS ERISA rules OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 |