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As a small digital agency owner in Ohio, how should I decide whether an LLC or a sole proprietorship is better for protecting my personal assets?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
As a small digital agency owner in Ohio, how should I decide whether an LLC or a sole proprietorship is better for protecting my personal assets?
2 real searches · 1 real-search pass
Ohio Secretary of State LLC limited liability member personal liability Ohio Revised Code 1706 sole proprietorship business liability officialGoogle ↗
OBSERVEDDefinition
Ohio small business LLC formation filing fee annual report 2026 official Ohio Secretary of StateGoogle ↗
OBSERVEDShort fact

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 fact50%Other / navigationalComparisonConsequenceReasonDefinition50%InstructionYes / 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
Ohio Secretary of State LLC limited liability member personal liability Ohio Revised Code 1706 sole proprietorship business liability official Google ↗
Ohio small business LLC formation filing fee annual report 2026 official Ohio Secretary of State Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ohio Secretary of State LLC limited liability member personal liability Ohio Revised Code 1706 sole proprietorship business liability official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1
Ohio small business LLC formation filing fee annual report 2026 official Ohio Secretary of State
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1