Real ChatGPT answer · index seed23xj1Njgy8scompleteCareers and HR · workplace benefitscommercial

how do I choose between a traditional and safe harbor 401k employer match vesting design for my consulting firm

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
how do I choose between a traditional and safe harbor 401k employer match vesting design for my consulting firm
2 real searches · 1 real-search pass
IRS 401(k) safe harbor plan matching contributions 100% vested ADP ACP testing traditional matching contributions vesting scheduleGoogle ↗
OBSERVEDYes / no
IRS 401(k) matching contributions vesting schedules 3 year cliff 2 to 6 year graded safe harbor notice requirementsGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstructionYes / no50%

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) safe harbor plan matching contributions 100% vested ADP ACP testing traditional matching contributions vesting schedule Google ↗
IRS 401(k) matching contributions vesting schedules 3 year cliff 2 to 6 year graded safe harbor notice requirements Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 401(k) safe harbor plan matching contributions 100% vested ADP ACP testing traditional matching contributions vesting schedule
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
IRS 401(k) matching contributions vesting schedules 3 year cliff 2 to 6 year graded safe harbor notice requirements
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1