Real ChatGPT answer · index seedGXytQURY9TAcompleteFinance and banking · investing and brokeragesinformational

Which retirement vehicle allows higher pre-tax contributions for a small business with three independent contractors?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which retirement vehicle allows higher pre-tax contributions for a small business with three independent contractors?
2 real searches · 1 real-search pass
IRS 2026 401(k) contribution limit 2026 SEP IRA contribution limit 2026Google ↗
OBSERVED
IRS one participant 401k independent contractors employees eligibility SEP IRA contributions self employedGoogle ↗
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 2026 SEP IRA contribution limit 2026 Google ↗
IRS one participant 401k independent contractors employees eligibility SEP IRA contributions self employed Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 2026 401(k) contribution limit 2026 SEP IRA contribution limit 2026
OBSERVED
Google ↗
AI Mode ↗
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of 1
IRS one participant 401k independent contractors employees eligibility SEP IRA contributions self employed
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1