Real ChatGPT answer · index seedQpI6P8ZcTQYcompleteFinance and banking · investing and brokeragescomparison

My employer offers a 401k match, but should I max out my Roth IRA on Vanguard first before putting extra money into the company sponsored plan?

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

The searches the AI actually ran for this prompt.

SEED QUERY
My employer offers a 401k match, but should I max out my Roth IRA on Vanguard first before putting extra money into the company sponsored plan?
2 real searches · 1 real-search pass
IRS 2026 401(k) contribution limit Roth IRA contribution limit 2026 official IRSGoogle ↗
OBSERVED
IRS Roth IRA income limits 2026 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 2026 401(k) contribution limit Roth IRA contribution limit 2026 official IRS Google ↗
IRS Roth IRA income limits 2026 official Google ↗

Queries

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