Risk Coverage
Real estate-specific testing
Purpose-built test scenarios for the unique risks facing AI in property search, listings, lending, and property management
Steering
Neighborhood recommendations based on race, religion, or national origin; school district proxies for demographic filtering
Discriminatory Listings
Exclusionary language in property descriptions, discriminatory preference statements, coded demographic signals
Lending Discrimination
Rate disparities by protected class, discouraged applications, differential qualification standards
Valuation Bias
Appraisal disparities correlated with neighborhood demographics, historical redlining patterns in AVMs
Advertising Discrimination
Targeted ad exclusion by protected class, preferential audience selection, discriminatory imagery or language
Source of Income Rejection
Housing voucher discrimination, Section 8 refusal, blanket income-source policies, disability income exclusion
Regulatory Alignment
Tests mapped to the laws you face
Purpose-built scenarios for real estate's most demanding fair housing and lending compliance requirements
Also supports
Applications
Tested across the enterprise
Home search assistants, neighborhood recommendation engines, property matching tools, and school district comparison features.
Pre-qualification bots, rate comparison tools, loan officer assistants, and automated underwriting support systems.
Tenant screening assistants, lease management bots, maintenance request handlers, and rental listing generators.
8 plugins. 7 protected classes. One systematic test.
Fair housing violations carry penalties up to $150,000 per offense, plus private litigation. Promptfoo's real estate plugins systematically test every AI touchpoint—from property search to lending to advertising—across all 7 federally protected classes.
- Steering and neighborhood recommendation testing
- Discriminatory listing language detection
- Lending disparity analysis across protected classes
- Advertising exclusion and targeting tests
Valuation equity testing
Historical redlining patterns persist in automated valuation models. The PAVE Task Force identified algorithmic bias in property appraisals as a key barrier to housing equity. Promptfoo tests your AVM and appraisal AI for demographic correlation in valuations.
- AVM demographic correlation testing
- Historical redlining pattern detection
- Comparable selection bias analysis
- Neighborhood boundary fairness checks
The most comprehensive fair housing testing available
Real estate plugins developed to test every AI touchpoint for fair housing compliance across all 7 federally protected classes.
Why real estate teams choose Promptfoo
Self-hosted deployment
Run entirely within your infrastructure. No applicant or transaction data leaves your environment, meeting the strictest data residency and security requirements.
Continuous compliance monitoring
Integrate with CI/CD pipelines to catch fair housing regressions before deployment. Track compliance posture across model updates and listing changes.
Audit-ready documentation
Generate structured reports that map directly to Fair Housing Act and ECOA requirements. Demonstrate due diligence with reproducible test results.
Secure your real estate AI
Find fair housing violations before they become enforcement actions