Real ChatGPT answer · index seedv3QQWu9vwj4completeCareers and HR · workplace benefitsinformational

What are the rules regarding immediate versus graded 401k employer match vesting for small businesses trying to retain talent?

ChatGPTgpt-63 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
What are the rules regarding immediate versus graded 401k employer match vesting for small businesses trying to retain talent?
3 real searches · 1 real-search pass
IRS 401(k) employer matching contributions vesting schedules 3-year cliff 6-year graded safe harbor QACA 2-year vestingGoogle ↗
OBSERVEDReason
Department of Labor 401k vesting employer matching contributions immediate vesting elective deferrals always 100 percentGoogle ↗
OBSERVEDYes / no
IRS 401(k) safe harbor matching contributions 100% vested QACA 2 years vestingGoogle ↗
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)
Short factOther / navigationalComparisonConsequenceReason33%DefinitionInstructionYes / no67%

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
IRS 401(k) employer matching contributions vesting schedules 3-year cliff 6-year graded safe harbor QACA 2-year vesting Google ↗
Department of Labor 401k vesting employer matching contributions immediate vesting elective deferrals always 100 percent Google ↗
IRS 401(k) safe harbor matching contributions 100% vested QACA 2 years vesting Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 401(k) employer matching contributions vesting schedules 3-year cliff 6-year graded safe harbor QACA 2-year vesting
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Department of Labor 401k vesting employer matching contributions immediate vesting elective deferrals always 100 percent
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
IRS 401(k) safe harbor matching contributions 100% vested QACA 2 years vesting
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1