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How do local tax laws in Cook County impact my decision to form an LLC versus operating as a sole proprietorship for my independent consulting practice

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do local tax laws in Cook County impact my decision to form an LLC versus operating as a sole proprietorship for my independent consulting practice
4 real searches · 1 real-search pass
2026 Illinois Cook County business taxes independent consultant LLC sole proprietor county taxes officialGoogle ↗
OBSERVEDReason
Illinois Secretary of State LLC annual report fee formation fee 2026 officialGoogle ↗
OBSERVEDDefinition
Illinois Department of Revenue service occupation tax consulting services sales tax Illinois officialGoogle ↗
OBSERVEDShort fact
Cook County use tax business personal property tax Illinois county business tax officialGoogle ↗
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 (4)
Short fact25%Other / navigationalComparisonConsequenceReason50%Definition25%InstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
2026 Illinois Cook County business taxes independent consultant LLC sole proprietor county taxes official Google ↗
Illinois Secretary of State LLC annual report fee formation fee 2026 official Google ↗
Illinois Department of Revenue service occupation tax consulting services sales tax Illinois official Google ↗
Cook County use tax business personal property tax Illinois county business tax official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Illinois Cook County business taxes independent consultant LLC sole proprietor county taxes official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Illinois Secretary of State LLC annual report fee formation fee 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1
Illinois Department of Revenue service occupation tax consulting services sales tax Illinois official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Cook County use tax business personal property tax Illinois county business tax official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1