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Mortgage AI Governance

From inventory to assurance

Mortgage AI Governance & Assurance

CognitiveView helps lenders, servicers and mortgage technology organizations discover AI across the mortgage lifecycle, apply mortgage-specific risk tiers, operationalize governance requirements, validate high-impact AI, generate evidence and continuously monitor changes — aligned to MISMO FRAME and NIST AI RMF.

Start Mortgage AI Readiness Book a Demo

Mortgage AI Estate

AI Systems
247
Critical Risk
18
High Risk
41
Medium Risk
76
Low Risk
112

Assurance Status

Assured
62%
Conditional
20%
Review Required
11%
Not Assessed
7%
  • Mortgage-specific governance
  • MISMO FRAME aligned
  • GSE-ready evidence
  • Continuous assurance

The Mortgage Lifecycle

AI is already across the mortgage lifecycle.

But visibility, ownership and governance often aren’t.

Six connected mortgage AI stages: marketing and lead generation, origination, underwriting and pricing, closing and compliance, servicing, and secondary market
Swipe across to explore all six stages.

  1. Marketing & Lead Generation

    • Lead scoring
    • Segmentation
    • Next-best offer
    • Campaign AI

  2. Origination

    • Document AI
    • Income verification
    • Identity verification
    • Borrower AI

  3. Underwriting & Pricing

    • Credit models
    • Underwriting
    • Pricing & eligibility
    • AVM

  4. Closing & Compliance

    • Document review
    • QC exception detection
    • HMDA validation
    • Adverse action codes

  5. Servicing

    • Delinquency prediction
    • Loss mitigation
    • Borrower communication
    • Complaint triage

  6. Secondary Market

    • Loan sale eligibility
    • Repurchase risk
    • Pooling & pricing
    • Investor reporting

Industry Standards

Built on industry standards. Powered for real-world use.

CognitiveView operationalizes MISMO FRAME using the NIST AI Risk Management Framework, with mortgage-specific requirements from GSE guidance, fair lending, servicing controls and regulatory expectations.

MISMONIST
  • MISMO FRAME aligned
  • NIST AI RMF (Govern, Map, Measure, Manage)
  • GSE-ready evidence
  • Mortgage-specific control library
Learn about our approach
MISMO FRAME workflow from Find through Update, four mortgage AI risk tiers, and an example underwriting system profile with conditional assurance and a TrustScore of 82 out of 100
Swipe across to explore the workflow, risk tiers and example profile.

MISMO FRAME Operational Workflow

Turn discovery into a repeatable cycle of governance, evidence and ongoing assurance.

  1. Find

    Discover AI across systems

  2. Inventory

    AI system, owner, use case

  3. Tier

    Consumer impact and risk tier

  4. Assess

    Risk, controls and evaluation

  5. Monitor

    Drift, incidents and changes

  6. Update

    Evidence and re-assurance

Mortgage AI Risk Tiers

Critical
Automated underwriting, credit decisions, pricing, AVM / appraisal-related models
High
Income verification, fraud scoring, loss mitigation recommendations
Medium
Decision support, operational analytics
Low
Lower-impact operational tools

AI System Profile (Example)

System ID
AI-00482
Use Case
Automated Underwriting
Lifecycle Stage
Underwriting
Owner
Chief Credit Officer
Vendor / Internal
Vendor
Model Type
ML / Rules
Consumer Impact
High
Fair Lending Exposure
High
GSE Applicability
Yes
Risk Tier
Critical
Assurance Status
Conditional
TrustScore
82 / 100
Assurance readiness82 / 100

Illustrative profile. Conditional assurance requires further review.

Use Case Library

Mortgage AI Use Case Library

Govern AI by where it is used — not simply what model it uses.

View All Use Cases

  • Marketing & Campaign AI

  • Borrower Engagement

  • Document Processing

  • Identity Verification

  • Credit Assessment & Underwriting

  • Fraud Detection

  • Property & Collateral (AVM)

  • Compliance & Fair Lending

  • QC & Closing

  • Servicing & Loss Mitigation

  • Secondary Market

  • AI Agents & Copilots

Evidence-backed governance

AI Assurance Framework

From risk assessment to evidence-backed assurance.

  1. Risk Identification

    Use case, consumer impact, GSE scope

  2. Controls

    Policy, approval, monitoring

  3. Testing & Evaluation

    Performance, fair lending, explainability

  4. Evidence

    Test results, model file, approvals

  5. TrustScore

    Readiness and residual risk

  6. Authorization

    Go live and continuous monitoring

Responsible decisions

Fair Lending & Consumer Impact

Built for high-impact mortgage decisions.

AI Decision

Consumer Impact

Fair Lending

  • Disparity tests
  • Pricing disparity
  • Denial analysis

Explainability

  • Reason codes
  • Decision rationale
  • Human review

Data Quality

  • Representativeness
  • Provenance
  • Recency

Evidence Package

Audit-ready records

Evidence Center

Generate the evidence your program needs.

  • AI System Inventory
  • AI Governance Policy
  • Use Case / Impact Assessment
  • Risk Tier Determination
  • Model Validation Report
  • Fair Lending Test Record
  • Adverse Action Reason Code Validation
  • Vendor AI Due Diligence
  • Monitoring Dashboard / Review Report
  • AI Incident & Change Log
  • GSE Disclosure Package
11 evidence categories

Download a checklist template to organize your evidence.

One connected operating view

Mortgage AI Control Room.

Connect AI inventory, risk, fair lending, monitoring and evidence in one continuous mortgage governance program.

Professional monitor displaying a CognitiveView mortgage AI governance dashboard with system ownership, underwriting risk, fair-lending trends and evidence review status.
From every AI system to the evidence behind its decisions — keep ownership, consumer impact and assurance connected.

Know your AI estate

Connect systems, lifecycle stages and accountable owners.

Understand the risk

Review fair lending, consumer impact and control effectiveness.

Keep assurance current

Link monitoring, material changes and evidence for review.

Explore the Control Room
Govern every agent

Mortgage AI Agents

From models to applications to agents.

  • Origination

    Loan Processing Agents

    Automate workflows across origination.

  • Borrower support

    Servicing Assistants

    Support loss mitigation and borrower outreach.

  • Operations

    Enterprise Agents

    Knowledge, policy and operations support.

Keep agent ownership, approved actions and oversight connected across every workflow.

Assurance that stays current

Continuous Mortgage AI Governance

An operational rhythm — not static documentation.

  1. Discover

    Find AI across systems

  2. Inventory

    Create ownership and records

  3. Assess

    Evaluate risks and controls

  4. Monitor

    Track changes and performance

  5. Re-Assurance

    Update evidence and re-authorize

Material changes feed back into assessment, keeping controls and evidence aligned with how AI is used.

Ready to get started?

Build trust and scale AI across the mortgage lifecycle.

Discover, validate and monitor your mortgage AI — aligned to MISMO FRAME, NIST AI RMF and GSE expectations.

Start Mortgage AI Readiness Book a Demo
  • Mortgage-specific governance
  • MISMO FRAME aligned
  • GSE-ready evidence
  • Continuous monitoring
  • Built for real-world use