How does Human Interest handle 401k employer match vesting compared to traditional providers like ADP for a startup with twelve staff members?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does Human Interest handle 401k employer match vesting compared to traditional providers like ADP for a startup with twelve staff members?
6 real searches · 1 real-search pass
Human Interest 401k employer match vesting schedule officialGoogle ↗
OBSERVEDOther / navigational
ADP 401k employer matching contributions vesting schedule officialGoogle ↗
OBSERVEDDefinition
IRS 401k employer matching contributions vesting vesting schedule 3 year cliff 6 year graded SECURE 2.0Google ↗
OBSERVEDConsequence
Human Interest 401k employer match vesting schedules cliff graded vesting officialGoogle ↗
OBSERVEDYes / no
ADP 401k employer matching contribution vesting schedules officialGoogle ↗
OBSERVEDDefinition
Human Interest 401k small business pricing administration vesting scheduleGoogle ↗
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 (6)
Classes come from the query-classifier (a local Laya model). 6 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
Human Interest 401k employer match vesting schedule official Google ↗
ADP 401k employer matching contributions vesting schedule official Google ↗
IRS 401k employer matching contributions vesting vesting schedule 3 year cliff 6 year graded SECURE 2.0 Google ↗
Human Interest 401k employer match vesting schedules cliff graded vesting official Google ↗
ADP 401k employer matching contribution vesting schedules official Google ↗
Human Interest 401k small business pricing administration vesting schedule Google ↗
- 401(k) plan qualification requirements · irs.gov
- Retirement topics - Vesting · irs.gov
- Essential Guide to 401(k) Rules for Employers for 2026 · humaninterest.com
- 401(k) Matching | Employer Guide · adp.com
- 401(k) Retirement Plan Provider for Businesses of All Sizes · adp.com
- The 401(k) Built for Employers | Human Interest · humaninterest.com
- Issue Snapshot - Vesting schedules for matching contributions · irs.gov
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Human Interest 401k employer match vesting schedule official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
ADP 401k employer matching contributions vesting schedule official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 | |
IRS 401k employer matching contributions vesting vesting schedule 3 year cliff 6 year graded SECURE 2.0 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Human Interest 401k employer match vesting schedules cliff graded vesting official OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
ADP 401k employer matching contribution vesting schedules official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 | |
Human Interest 401k small business pricing administration vesting schedule OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |