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What are the legal and tax differences between working as a W2 employee versus a corporate contractor through an LLC for a mid career software architect?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the legal and tax differences between working as a W2 employee versus a corporate contractor through an LLC for a mid career software architect?
3 real searches · 1 real-search pass
IRS independent contractor employee classification behavioral financial relationship control tax obligations self employment tax 2026 LLC S corporation reasonable compensationGoogle ↗
OBSERVEDReason
Department of Labor independent contractor rule 2026 employee classification current statusGoogle ↗
OBSERVEDConsequence
IRS self employed estimated taxes deductible business expenses solo 401k S corporation reasonable compensationGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
IRS independent contractor employee classification behavioral financial relationship control tax obligations self employment tax 2026 LLC S corporation reasonable compensation Google ↗
Department of Labor independent contractor rule 2026 employee classification current status Google ↗
IRS self employed estimated taxes deductible business expenses solo 401k S corporation reasonable compensation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS independent contractor employee classification behavioral financial relationship control tax obligations self employment tax 2026 LLC S corporation reasonable compensation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Department of Labor independent contractor rule 2026 employee classification current status
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
IRS self employed estimated taxes deductible business expenses solo 401k S corporation reasonable compensation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1