Real ChatGPT answer · index seed89KkTtjMjK0completeFinance and bankinginformational

My employer just changed our 401k matching schedule to vest over five years instead of immediately, and as a parent trying to maximize household savings, I want to know if I should still contribute the maximum amount to get the match.

ChatGPTgpt-62 queries2h ago
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My employer just changed our 401k matching schedule to vest over five years instead of immediately, and as a parent trying to maximize household savings, I want to know if I should still contribute the maximum amount to get the match.
2 real searches · 1 real-search pass
IRS 401(k) employer matching contributions vesting schedule 3 year cliff 6 year graded vesting 2026Google ↗
OBSERVED
Department of Labor 401(k) vesting employer matching contributions employee contributions always 100% vestedGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
IRS 401(k) employer matching contributions vesting schedule 3 year cliff 6 year graded vesting 2026 Google ↗
Department of Labor 401(k) vesting employer matching contributions employee contributions always 100% vested Google ↗
2 cited sources
  1. Issue Snapshot - Vesting schedules for matching contributions · www.irs.gov
  2. 26 U.S.C. § 411: Minimum vesting standards · uscode.house.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 401(k) employer matching contributions vesting schedule 3 year cliff 6 year graded vesting 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Department of Labor 401(k) vesting employer matching contributions employee contributions always 100% vested
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
My employer just changed our 401k matching schedule to vest over five… — Query fan-out · queryfanout.com