How does the Fair Housing Act govern advertising restrictions and demographic targeting when marketing newly renovated units in a diverse urban neighborhood?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the Fair Housing Act govern advertising restrictions and demographic targeting when marketing newly renovated units in a diverse urban neighborhood?
2 real searches · 1 real-search pass
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)
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
HUD Fair Housing Act advertising discriminatory statements section 804(c) digital targeting guidance housing ads protected classes Google ↗
DOJ HUD Fair Housing Act online housing advertisements algorithmic targeting disparate impact official guidance Google ↗
- U.S. DEPARTMENT OF HOUSING AND URBAN DEVELOPMENT · hud.gov
- HUD Archives: HUD Issues Fair Housing Act Guidance on Applications of Artificial Intelligence · archives.hud.gov
- HUD Publishes Notice on the Use of Technology for Housing-Related Advertisement - The National Association of Housing and Redevelopment Officials (NAHRO) · nahro.org
- Microsoft Word - Notice of Withdrawal of Guidance Documents 09.18.2025.docx · hud.gov
- 42 U.S.C. § 3604: Discrimination in the sale or rental of housing and other prohibited practices · uscode.house.gov
- 24 CFR § 100.500 - Discriminatory effect prohibited. | Electronic Code of Federal Regulations (e-CFR) | US Law · law.cornell.edu
- U.S.C. Title 42 · govinfo.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
HUD Fair Housing Act advertising discriminatory statements section 804(c) digital targeting guidance housing ads protected classes OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
DOJ HUD Fair Housing Act online housing advertisements algorithmic targeting disparate impact official guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |