Real ChatGPT answer · index seedvByykyqqdOwcompleteCareers and HR · workplace benefitscomparison

Is a Roth 401k employer match vesting schedule better than traditional immediate vesting when factoring in projected tax brackets over ten years?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is a Roth 401k employer match vesting schedule better than traditional immediate vesting when factoring in projected tax brackets over ten years?
2 real searches · 1 real-search pass
IRS Roth 401(k) employer matching contributions designated Roth matching contributions SECURE 2.0 vesting tax treatmentGoogle ↗
OBSERVEDConsequence
401(k) employer match vesting schedule immediate vesting financial comparison tax bracket Roth traditional IRSGoogle ↗
OBSERVEDComparison

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 / navigationalComparison50%Consequence50%ReasonDefinitionInstructionYes / no

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 Roth 401(k) employer matching contributions designated Roth matching contributions SECURE 2.0 vesting tax treatment Google ↗
401(k) employer match vesting schedule immediate vesting financial comparison tax bracket Roth traditional IRS Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS Roth 401(k) employer matching contributions designated Roth matching contributions SECURE 2.0 vesting tax treatment
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
401(k) employer match vesting schedule immediate vesting financial comparison tax bracket Roth traditional IRS
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1