Fair Housing Overlay
Scans listing and marketing copy for Fair Housing risk language and suggests compliant rewrites before you publish.
Overview
Prosperity’s fair-housing-overlay skill plus Layer3Labs’ compliance QA pattern: a mandatory pre-publish gate for AI-generated ads, listings, and emails. HUD 2024 guidance treats AI advertising like any other ad — the broker owns the outcome. Bake blocklists and coded-phrase screens into every marketing skill; this overlay is the last check.
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Link
Installation guide
/plugin marketplace add TheProsperityAgent/prosperity-real-estate-skills
/plugin install real-estate-skills@prosperity-real-estate-skillsOr copy `skills/fair-housing-overlay` into `~/.claude/skills/`. For brokerage rollouts, Layer3Labs recommends logging draft → edit → approval for audit.
How to use it
Paste any listing, email, or social draft. Ask for risk flags, coded phrases, and safer rewrites. Require human broker sign-off on flagged items.
Example prompts
- “Run Fair Housing Overlay on this listing — flag risks and rewrite safely.”
- “Audit this buyer consultation neighborhood suggestion for demographic steering.”
Use cases and examples
- Pre-publish gate for every listing description
- Social ad copy compliance check
- Train new agents on coded-language pitfalls
- Firm-wide QA before MLS live
Prerequisites
- Draft marketing copy
- Brokerage Fair Housing policy
- Licensed reviewer for escalations
Tips
- Words like family-friendly, safe, exclusive, walkable can be risk triggers depending on context.
- Accessibility-first substitutes beat exclusionary phrasing.
- Make this skill mandatory in any brokerage Skill stack.