AIGR · Institutional AI governance

AIGR Real Estate

EvidenceReviewDecision

AIGR Real Estate

Governance ratings for AI shaping property and housing decisions.

AIGR Real Estate is designed for AI used in valuation, tenant screening, leasing, portfolio analytics and property operations—where data quality, fairness, explainability and human review can carry direct financial or housing consequences.

Primary contextsValuation + screening
Decision riskFinancial + housing
Evidence focusBias + provenance
ReviewHuman recourse
01

Tenant screening

Eligibility, risk ranking, recommendations and adverse-action support.

02

Automated valuation

AVMs, appraisal support, collateral analytics and price estimation.

03

Leasing + operations

Lead prioritization, maintenance triage, pricing and workflow automation.

04

Portfolio analytics

Acquisition scoring, risk segmentation and asset-management decisions.

Evidence follows the decisions that matter.

The framework emphasizes controls that can demonstrate lawful, explainable and monitored operation across the property lifecycle.

FH

Fair-housing impact testing and protected-class risk controls.

VI

Valuation integrity, backtesting and error-bound monitoring.

DP

Training-data provenance, permissible use and retention.

HR

Human review, appeal, override and adverse-action governance.

TP

Supplier data and model-provider accountability.

MO

Market drift, lifecycle monitoring and material-change review.

Control Requirement Artifact Owner State
FH-03 Protected-class impact review Fair-housing testing report Compliance Validated
VI-02 Valuation error backtesting Quarterly AVM validation Model Risk Validated
DP-07 Retention and deletion Not supplied Privacy Blocker
HR-04 Applicant appeal workflow Review runbook v2 Operations In review
MO-05 Market drift thresholds Monitoring configuration Data Science Validated

Illustrative controls and evidence only. Not an issued assessment or rating.

Critical-gate principle

A high-performing model can still be poorly governed.

Predictive accuracy does not substitute for evidence of permissible data use, fair-housing controls, human recourse, security or monitored operation.

Enterprise assessment

Establish governance readiness for a defined AI system.

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