Real ChatGPT answer · index seedWKe6FhbPrtAcompleteCareers and HR · freelancinglocal

What are the key differences in liability protection when choosing an LLC over a sole proprietorship for an independent management consultant working with Chicago startups

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the key differences in liability protection when choosing an LLC over a sole proprietorship for an independent management consultant working with Chicago startups
2 real searches · 1 real-search pass
Illinois Secretary of State LLC limited liability members personal liability Illinois statute 805 ILCS 180/10-10 professional negligence sole proprietorshipGoogle ↗
OBSERVEDReason
Illinois LLC annual report fee registered agent formation official Illinois Secretary of State 2026Google ↗
OBSERVEDInstruction

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 (2)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Illinois Secretary of State LLC limited liability members personal liability Illinois statute 805 ILCS 180/10-10 professional negligence sole proprietorship Google ↗
Illinois LLC annual report fee registered agent formation official Illinois Secretary of State 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Illinois Secretary of State LLC limited liability members personal liability Illinois statute 805 ILCS 180/10-10 professional negligence sole proprietorship
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Illinois LLC annual report fee registered agent formation official Illinois Secretary of State 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1