Real ChatGPT answer · index seed2zeMvdRu7swcompleteFinance and banking · investing and brokerageslocal

Is it better for a twenty-something living in Chicago to max out a Roth IRA before putting money into a standard employer 401k?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it better for a twenty-something living in Chicago to max out a Roth IRA before putting money into a standard employer 401k?
2 real searches · 1 real-search pass
2026 Roth IRA contribution limit 401k contribution limit IRS officialGoogle ↗
OBSERVED
IRS Roth IRA contribution limits 2026 income phase out 401k elective deferral limitGoogle ↗
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
2026 Roth IRA contribution limit 401k contribution limit IRS official Google ↗
IRS Roth IRA contribution limits 2026 income phase out 401k elective deferral limit Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Roth IRA contribution limit 401k contribution limit IRS official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IRS Roth IRA contribution limits 2026 income phase out 401k elective deferral limit
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1