Real ChatGPT answer · index seedpvLDuAvZTmkcompleteLegal · business lawcomparison

We need a detailed comparison of Section 230 protections versus direct corporate liability when a competitor posts defamatory reviews about our manufacturing subsidiary

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

The searches the AI actually ran for this prompt.

SEED QUERY
We need a detailed comparison of Section 230 protections versus direct corporate liability when a competitor posts defamatory reviews about our manufacturing subsidiary
4 real searches · 1 real-search pass
47 U.S.C. 230 statutory text information content provider publisher speaker Cornell LIIGoogle ↗
OBSERVEDReason
Supreme Court Section 230 publisher liability competitor authored defamatory reviews FTC Roommates.com Ninth Circuit Fair Housing CouncilGoogle ↗
OBSERVEDReason
California trade libel elements business disparagement competitor false statements manufacturing company Lanham Act false advertising commercial advertising promotionGoogle ↗
OBSERVEDReason
California defamation corporate plaintiff libel trade libel anti-SLAPP statute competitor reviews legal elementsGoogle ↗
OBSERVEDComparison

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 factOther / navigationalComparison25%ConsequenceReason75%DefinitionInstructionYes / 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
47 U.S.C. 230 statutory text information content provider publisher speaker Cornell LII Google ↗
Supreme Court Section 230 publisher liability competitor authored defamatory reviews FTC Roommates.com Ninth Circuit Fair Housing Council Google ↗
California trade libel elements business disparagement competitor false statements manufacturing company Lanham Act false advertising commercial advertising promotion Google ↗
California defamation corporate plaintiff libel trade libel anti-SLAPP statute competitor reviews legal elements Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
47 U.S.C. 230 statutory text information content provider publisher speaker Cornell LII
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Supreme Court Section 230 publisher liability competitor authored defamatory reviews FTC Roommates.com Ninth Circuit Fair Housing Council
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
California trade libel elements business disparagement competitor false statements manufacturing company Lanham Act false advertising commercial advertising promotion
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
California defamation corporate plaintiff libel trade libel anti-SLAPP statute competitor reviews legal elements
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1