How do I determine whether contractor versus full time roles will yield better tax advantages and take-home pay given my retirement income
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I determine whether contractor versus full time roles will yield better tax advantages and take-home pay given my retirement income
1 real search · 1 real-search pass
IRS self-employed individuals tax center self-employment tax deductions retirement plans 2026 Social Security benefits earnings test IRSGoogle ↗
OBSERVEDReason
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)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
IRS self-employed individuals tax center self-employment tax deductions retirement plans 2026 Social Security benefits earnings test IRS Google ↗