BRIDGE AIVISORY x LUMINAR DATA SOLUTIONS
GSE AI
Readiness
Assessment
Clarity | Confidence | Readiness
A practical assessment for mortgage lenders, servicers, and third-party vendors responding to Freddie Mac Bulletin 2025-16 & FNMA LL 2026-4 AI Governance expectations.
FOR LENDERS AND SERVICERS
Build or validate your governance approach
Assess whether your governance, documentation, and oversight are prepared for review.
FOR VENDORS
Strengthen vendor oversight and organize evidence
Prepare the materials lenders and servicers need for effective AI oversight, with less friction for both teams.
WHY THIS MATTERS NOW
The requirement is here. Are you ready?
FHLMC Bulletin 2025-16 (1302.2 & 1302.8) became effective 3/3/26. FNMA LL 2026-4 is effective 8/6/26. Our assessment helps organizations evaluate internal and vendor readiness using a practical framework based on NIST AI Risk Management Framework (AI RMF), ISO 42001, and financial services best practices.
REGULATORY EXPOSURE
Non-compliance can create direct risk for your seller/servicer status and increases pressure to substantiate governance with clear evidence.
AUDIT VULNERABILITY
Without model inventories and audit trails, organizations create avoidable audit exposure and make review readiness harder to demonstrate.
HIDDEN VENDOR RISK
If a third-party uses AI without documented oversight, your organization may inherit risk that is harder to detect, document, and defend later.
This assessment is your diagnostic — identify gaps, define action, and strengthen readiness before issues become findings.
WHEREVER YOU ARE
The assessment delivers value at each stage
Regardless of where you are in your AI journey, this assessment is designed to help you verify alignment and identify gaps to comply with Freddie Mac Bulletin 2025-16 & FNMA LL- 2026-04.
DISCOVERY
Exploring AI possibilities
​Clarify requirements, align internal stakeholders, and begin building structure for governance.
IDEAL FOR
Teams establishing the foundation.
IN FLIGHT
Use cases advancing
Strengthen governance, oversight, and documentation as your approach takes shape.
IDEAL FOR
Teams organizing and refining what is in motion.
AUDIT READY
Governed and compliant
Identify gaps, confirm evidence, and support more consistent review and audit readiness.
IDEAL FOR
Teams validating what is already in place.
WHAT'S INCLUDED
What you'll find inside
The assessment was built to support internal review, vendor evaluation, and clear action planning.
INTERNAL GOVERNANCE
Evaluate internal readiness with more structure and clarity.
Review governance, ownership, documentation, controls, and current-state maturity using a practical assessment built for regulated mortgage environments.
› Clarify internal governance expectations
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› Identify control and documentation gaps
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› Create a more structured baseline for action
GROUNDED IN EXPERIENCE. ANCHORED IN STANDARDS.
Assessment from what works in practice and stands up to scrutiny
This assessment does not start from theory alone. It reflects practitioner experience, incorporates proprietary frameworks, and is grounded in standards-based principles that support credible AI governance and stronger organizational readiness.
PRACTITIONER-INFORMED
Shaped by operating experience
NorthStar™ and AI True Lens™ reflect experience across strategy, execution, operations, data, engineering, and governance.
STANDARD-BASED FOUNDATION
Anchored in trusted guidance
NIST Trustworthy AI principles help anchor the review in a recognized, independent framework.
BUILT FOR REAL WORLD USE
Designed for practical use
A simplified Level 1 review makes the assessment practical across organization types and sizes.
WHO WE ARE
Built by practitioners who understand both the requirements and the reality

Brooke Anderson-Tompkins
Founder & CEO, Bridge AIvisory
AI Leader & Mortgage Banker
Former IMB President, and Chair of the Community Mortgage Lenders of America (now CHLA).
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Creator of the North Star™ strategic framework — bridging AI strategy, leadership, use case choice and governance to measurable ROI.

Lakshmi Purushothaman
Founder & CEO, Luminar Data Solutions
Data/AI Engineering & Governance Expert
Former Freddie Mac Vice President — Data Science, Engineering & Analytics. End-to-end AI fluency across the full lifecycle.
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Creator of the AI True Lens™ framework — translating complex AI lifecycle requirements into practical, executable governance.






