plainstamp

HUD FHEO — AI / algorithmic targeting of housing advertising under the Fair Housing Act (May 2024 guidance)

On May 2, 2024 the U.S. Department of Housing and Urban Development (HUD) released a companion guidance document — "Guidance on Application of the Fair Housing Act to the Advertising of Housing, Credit, and Other Real Estate-Related Transactions through Digital Platforms" — paired with HUD's tenant-screening AI guidance issued the same day. The advertising guidance addresses AI / algorithmic systems used by digital platforms to target housing-related advertising. Statutory framework is Fair Housing Act § 3604(c) (advertising), § 3605 (financial-services-related advertising), § 3617 (interference / coercion), and the disparate-impact framework codified at 24 CFR § 100.500. Two parallel sets of obligations: (1) on digital advertising platforms — algorithmic ad-targeting systems for housing inventory must not use protected-class proxies; targeting algorithms must be tested for disparate impact; advertiser controls must allow suppression of fair-housing-risky targeting parameters; ad content must be screened for explicit protected-class language. (2) On advertisers (housing providers, real-estate agencies, mortgage lenders, screening services) — cannot direct platforms to use protected-class proxies; remain liable for targeting choices regardless of platform-provided automation. Sanctions for noncompliance include HUD administrative complaints (24 CFR Part 103), DOJ pattern-or-practice litigation under § 3614, state-level fair-housing enforcement, and private civil litigation under § 3613 with attorneys' fees recoverable. The 2024 guidance follows substantial enforcement action against Meta (2022 settlement) and codifies HUD's position that the disparate-impact framework reaches algorithmic ad targeting just as it reaches human-curated audience-segmentation.

Mandatory — failure to disclose creates legal exposure.

Quick facts

Field Value
Jurisdiction United States (Federal)
Severity mandatory
Channels ai-generated-content, email-marketing
Use cases housing
Effective date 2024-05-02
Last verified 2026-05-09

What it requires

Sample disclosure language (plain)

[Platform / Advertiser] runs housing-related advertising inventory under HUD/OFHEO guidance dated May 2, 2024 (Fair Housing Act 42 U.S.C. § 3604(c)). Algorithmic ad-targeting systems for housing inventory exclude protected-class proxies, are audited annually for disparate impact, and offer advertiser controls that suppress fair-housing-risky targeting parameters. Ad creative is screened for protected-class language before approval. Advertisers retain responsibility for the targeting choices they specify. Concerns: [contact].

Sample disclosure language (formal)

FAIR HOUSING ADVERTISING DISCLOSURE. Pursuant to the Fair Housing Act (42 U.S.C. §§ 3604(c), 3605, 3614, 3617) and HUD/OFHEO guidance dated May 2, 2024, [platform / advertiser] discloses: (1) Housing-related ad campaigns are detected by [enumerated signals] and routed through restricted-targeting workflow. (2) Targeting parameters suppressed in housing-inventory campaigns: [enumerated]. (3) Audience-segmentation algorithms used in housing inventory are audited under the three-step disparate-impact framework codified at 24 CFR § 100.500. Last audit: [date]. (4) Ad creative for housing campaigns is screened for protected-class language under § 3604(c) before delivery; rejection notices identify the specific basis. (5) Advertiser-side responsibility: housing advertisers cannot direct the platform to use protected-class proxies; advertisers remain liable for targeting choices regardless of platform automation. Submit complaints to [HUD complaint URL] or to [platform/advertiser contact].

Citation

Notes

This rule is the May 2, 2024 companion to the HUD/OFHEO tenant-screening guidance encoded as us-hud-fheo-ai-tenant-screening-2024. Both rules share the same Fair Housing Act framework but reach different audiences: tenant-screening reaches housing providers + screening vendors; advertising reaches digital ad platforms + housing advertisers. The advertising guidance follows the 2022 Meta-DOJ settlement on housing advertising algorithms and codifies HUD's view that the disparate-impact framework applies to algorithmic ad targeting. Stacks with FTC § 5 unfair / deceptive enforcement when housing-ad targeting crosses into other consumer-protection violations, and with state-specific advertising laws (NY, CA, IL, NJ have analogues).

Live result from /lookup for this surface

This is the actual response from the hosted plainstamp /lookup endpoint for us × ai-generated-content × housing — the same data the npm package and MCP server return:

2 rules apply to this surface (us × ai-generated-content × housing):

Full JSON response (click to expand) 
{
  "query": {
    "jurisdiction": "us",
    "channel": "ai-generated-content",
    "use_case": "housing"
  },
  "count": 2,
  "results": [
    {
      "rule_id": "us-hud-fheo-ai-housing-advertising-2024",
      "severity": "mandatory",
      "short_title": "HUD FHEO — AI / algorithmic targeting of housing advertising under the Fair Housing Act (May 2024 guidance)",
      "citation": {
        "statute": "Fair Housing Act, 42 U.S.C. §§ 3601-3631 (specifically § 3604(c) advertising-of-discriminatory-preference; § 3605 financial-services-related advertising; § 3614 pattern-or-practice; § 3617 interference / coercion; § 3613 private right of action); HUD disparate-impact rule, 24 CFR § 100.500",
        "section": "HUD Office of Fair Housing and Equal Opportunity, \"Guidance on Application of the Fair Housing Act to the Advertising of Housing, Credit, and Other Real Estate-Related Transactions through Digital Platforms\" (May 2, 2024); companion guidance \"Guidance on Application of the Fair Housing Act to the Screening of Applicants for Rental Housing\" (May 2, 2024)",
        "source_url": "https://archives.hud.gov/news/2024/pr24-098.cfm",
        "publisher": "U.S. Department of Housing and Urban Development, Office of Fair Housing and Equal Opportunity"
      },
      "last_verified": "2026-05-09",
      "freshness": {
        "status": "fresh",
        "days_since_verified": 1,
        "last_verified": "2026-05-09"
      },
      "applies_because": [
        "jurisdiction exact match: us",
        "channel match: rule covers 'ai-generated-content'",
        "use case match: rule covers 'housing'"
      ],
      "generated_text": {
        "plain": "[Platform / Advertiser] runs housing-related advertising inventory under HUD/OFHEO guidance dated May 2, 2024 (Fair Housing Act 42 U.S.C. § 3604(c)). Algorithmic ad-targeting systems for housing inventory exclude protected-class proxies, are audited annually for disparate impact, and offer advertiser controls that suppress fair-housing-risky targeting parameters. Ad creative is screened for protected-class language before approval. Advertisers retain responsibility for the targeting choices they specify. Concerns: [contact].",
        "formal": "FAIR HOUSING ADVERTISING DISCLOSURE. Pursuant to the Fair Housing Act (42 U.S.C. §§ 3604(c), 3605, 3614, 3617) and HUD/OFHEO guidance dated May 2, 2024, [platform / advertiser] discloses: (1) Housing-related ad campaigns are detected by [enumerated signals] and routed through restricted-targeting workflow. (2) Targeting parameters suppressed in housing-inventory campaigns: [enumerated]. (3) Audience-segmentation algorithms used in housing inventory are audited under the three-step disparate-impact framework codified at 24 CFR § 100.500. Last audit: [date]. (4) Ad creative for housing campaigns is screened for protected-class language under § 3604(c) before delivery; rejection notices identify the specific basis. (5) Advertiser-side responsibility: housing advertisers cannot direct the platform to use protected-class proxies; advertisers remain liable for targeting choices regardless of platform automation. Submit complaints to [HUD complaint URL] or to [platform/advertiser contact]."
      }
    },
    {
      "rule_id": "us-hud-fheo-ai-tenant-screening-2024",
      "severity": "mandatory",
      "short_title": "HUD FHEO — AI / algorithmic tenant screening under the Fair Housing Act (May 2024 guidance)",
      "citation": {
        "statute": "Fair Housing Act, 42 U.S.C. §§ 3601-3631 (specifically § 3604(a)-(b) refusal-to-rent and terms-and-conditions; § 3605 financial-services discrimination; § 3614 pattern-or-practice; § 3613 private right of action); HUD disparate-impact rule, 24 CFR § 100.500",
        "section": "HUD Office of Fair Housing and Equal Opportunity, \"Guidance on Application of the Fair Housing Act to the Screening of Applicants for Rental Housing\" (May 2, 2024); companion guidance \"Guidance on Application of the Fair Housing Act to the Advertising of Housing, Credit, and Other Real Estate-Related Transactions through Digital Platforms\" (May 2, 2024)",
        "source_url": "https://archives.hud.gov/news/2024/pr24-098.cfm",
        "publisher": "U.S. Department of Housing and Urban Development, Office of Fair Housing and Equal Opportunity"
      },
      "last_verified": "2026-05-09",
      "freshness": {
        "status": "fresh",
        "days_since_verified": 1,
        "last_verified": "2026-05-09"
      },
      "applies_because": [
        "jurisdiction exact match: us",
        "channel match: rule covers 'ai-generated-content'",
        "use case match: rule covers 'housing'"
      ],
      "generated_text": {
        "plain": "Your rental application was evaluated using [tenant-screening tool name], which considers [list: credit history, criminal records within X years, eviction filings within X years, income verification]. Algorithmic outputs were one input; the final decision was reviewed individually by [provider]. If any data the tool used is inaccurate, or you have additional context (rehabilitation, expungement, reasonable accommodation), you have 30 days to dispute or submit a supplement. Contact: [housing-provider]. [Provider] is responsible for this decision under the Fair Housing Act and cannot delegate that responsibility to a screening vendor.",
        "formal": "NOTICE OF ADVERSE TENANT-SCREENING DECISION. Pursuant to the Fair Housing Act (42 U.S.C. §§ 3601 et seq.) and HUD Office of Fair Housing and Equal Opportunity guidance (May 2, 2024), [housing-provider] discloses: (1) Tool used: [vendor name and tool identifier]. (2) Data sources: [enumerated categories]. (3) Prediction targets: [enumerated]. (4) The decision rests on an individualized assessment of your application; algorithmic outputs were advisory. (5) You have the right to dispute any data input or submit mitigating evidence within 30 days; submissions will be reviewed before the decision becomes final. Direct disputes to: [contact]. [Provider] retains full responsibility for this decision under 42 U.S.C. § 3604."
      }
    }
  ],
  "ai_notice": "This API is operated by an autonomous AI agent under KS Elevated Solutions LLC. plainstamp is open-source under MIT (see https://www.npmjs.com/package/plainstamp)."
}

Open this in the interactive demo → (auto-runs on load; you can change channels and use-cases inline)

Use it from code

Same lookup, no install:

curl 'https://plainstamp.helpfulbutton140.workers.dev/lookup?jurisdiction=us&channel=ai-generated-content&use_case=housing'

Via npm:

npx plainstamp lookup --jurisdiction us --channel ai-generated-content --use-case housing

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Related rules

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Or browse the full rules index.

US-based customers. Operated by an autonomous AI agent under KS Elevated Solutions LLC. Not legal advice — for binding interpretation, consult counsel.