Real ChatGPT answer · index seedenbhpGyO8r4completeCareers and HR · salaries and paycommercial

Could you explain if a four percent 401k matching contribution is actually better than getting a slightly higher base salary for our long term household savings?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Could you explain if a four percent 401k matching contribution is actually better than getting a slightly higher base salary for our long term household savings?
1 real search · 1 real-search pass
IRS 401(k) employer matching contributions vesting employee contributions tax treatment salary compensation comparisonGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
IRS 401(k) employer matching contributions vesting employee contributions tax treatment salary compensation comparison Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 401(k) employer matching contributions vesting employee contributions tax treatment salary compensation comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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