Real ChatGPT answer · index seedJmBN2gxU7IIcompleteCareers and HR · workplace benefitscommercial

need recommendations for a retirement plan provider with a custom 401k employer match vesting cliff for startups

ChatGPTgpt-65 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
need recommendations for a retirement plan provider with a custom 401k employer match vesting cliff for startups
5 real searches · 1 real-search pass
startup 401k providers custom employer match vesting schedule cliff vesting Guideline Vestwell Human Interest Betterment supportGoogle ↗
OBSERVEDReason
Guideline 401k vesting schedule employer match cliff vesting plan designGoogle ↗
OBSERVEDReason
Human Interest 401k vesting schedules employer match cliffGoogle ↗
OBSERVEDReason
Vestwell 401k vesting schedule employer match cliffGoogle ↗
OBSERVEDComparison
IRS 401k employer matching contributions 3 year cliff vesting schedule rulesGoogle ↗
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 (5)
Short factOther / navigationalComparison20%ConsequenceReason80%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 5 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
startup 401k providers custom employer match vesting schedule cliff vesting Guideline Vestwell Human Interest Betterment support Google ↗
Guideline 401k vesting schedule employer match cliff vesting plan design Google ↗
Human Interest 401k vesting schedules employer match cliff Google ↗
Vestwell 401k vesting schedule employer match cliff Google ↗
IRS 401k employer matching contributions 3 year cliff vesting schedule rules Google ↗

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
startup 401k providers custom employer match vesting schedule cliff vesting Guideline Vestwell Human Interest Betterment support
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Guideline 401k vesting schedule employer match cliff vesting plan design
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Human Interest 401k vesting schedules employer match cliff
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Vestwell 401k vesting schedule employer match cliff
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
IRS 401k employer matching contributions 3 year cliff vesting schedule rules
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1