Real ChatGPT answer · index seedyBObBux4VT0completeFinance and banking · budgeting and savingcomparison

Is it better to pay off high interest medical debt or maximize contributions to my employer sponsored Roth 401k?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it better to pay off high interest medical debt or maximize contributions to my employer sponsored Roth 401k?
2 real searches · 1 real-search pass
IRS 401(k) employer matching contributions Roth 401(k) contribution limits 2026 officialGoogle ↗
OBSERVED
CFPB medical debt interest charges payment plans negotiate medical bills officialGoogle ↗
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 Roth 401(k) contribution limits 2026 official Google ↗
CFPB medical debt interest charges payment plans negotiate medical bills official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 401(k) employer matching contributions Roth 401(k) contribution limits 2026 official
OBSERVED
Google ↗
AI Mode ↗
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of 1
CFPB medical debt interest charges payment plans negotiate medical bills official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1