Real ChatGPT answer · index seedL0p1zhmTxPMcompleteCareers and HR · freelancingcomparison

Is LegalZoom better than doing it yourself when filing for a freelance business license in California?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is LegalZoom better than doing it yourself when filing for a freelance business license in California?
2 real searches · 1 real-search pass
California official business license requirements city county freelance sole proprietor CalGold business licenseGoogle ↗
OBSERVEDOther / navigational
LegalZoom business license California service pricing business license applicationGoogle ↗
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 / navigational50%ComparisonConsequenceReasonDefinitionInstructionYes / 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
California official business license requirements city county freelance sole proprietor CalGold business license Google ↗
LegalZoom business license California service pricing business license application Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
California official business license requirements city county freelance sole proprietor CalGold business license
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
LegalZoom business license California service pricing business license application
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1