Real estate & property
Real estate, property and proptech firms use AI in valuation, screening and portfolio decisions that affect who gets housing and on what terms, decisions exposed to fairness and discrimination scrutiny. Gamut gives risk, compliance and product teams a way to govern these models and evidence that they operate fairly.
AI systems typically in scope
Section titled “AI systems typically in scope”- Automated valuation models (AVMs).
- Tenant and applicant screening.
- Pricing, yield and rent-setting models.
- Portfolio and investment-decision AI.
- Customer-facing assistants for search and servicing.
Governance drivers
Section titled “Governance drivers”- Fairness and non-discrimination. Screening and valuation must not produce discriminatory or proxy-discriminatory outcomes.
- EU AI Act. Some access-to-essential-services uses are higher-risk.
- Transparency. Clear disclosure where AI affects applicants and customers.
- Data protection. Applicant and tenant data require careful handling.
Use cases
Section titled “Use cases”Govern a tenant-screening model for fairness
Section titled “Govern a tenant-screening model for fairness”How Gamut solves it: register and model-card the model, run intake flagging affected persons and automated decisions, route to GTSAF and the EU AI Act, and evidence fairness, oversight and appeal routes with control tests.
Validate an automated valuation model
Section titled “Validate an automated valuation model”How Gamut solves it: capture validation, monitoring and accuracy evidence; any drift or gap becomes a tracked finding with remediation.
Demonstrate transparency to applicants and regulators
Section titled “Demonstrate transparency to applicants and regulators”How Gamut solves it: produce assurance from reporting, with the audit log proving how each decision control was governed.
Quick start
Section titled “Quick start”- Register the model in AI System Records with a model card.
- Run intake, flag affected persons and automated decisions, confirm the tier.
- Route to GTSAF and the EU AI Act.
- Evidence fairness, validation and oversight in the Evidence Tracker and Testing Centre.
- Track gaps on the Remediation Roadmap.
- Produce assurance and board reporting from reporting.
Frameworks that apply
Section titled “Frameworks that apply”GTSAF, EU AI Act, NIST AI RMF and ISO/IEC 42005.
- Financial services: related decisioning and fairness rigour.
- Insurance: related underwriting fairness.
- Industry playbooks: the full set.