Governance Readiness

AI governance, SOC 2 and privacy readiness for mortgage and insurance.

One program for the reviews regulated financial services now face: AI governance aligned to MISMO FRAME for mortgage and the NAIC AI Model Bulletin for insurance, SOC 2 compliance support, and readiness for CCPA and state privacy laws — with the evidence maintained as part of daily operations.

◆MISMO FRAME · NAIC AI Model Bulletin ◆SOC 2 compliance, managed with you ◆CCPA and state privacy readiness

Why now

AI governance is now a requirement in mortgage and insurance.

If AI or ML touches underwriting, claims, pricing, documents, servicing, fraud or customer outreach anywhere in your stack, the obligation is live today — and it reaches the platforms you buy from, not just the ones you built.

Freddie Mac · in force 3 March 2026

Bulletin 2025-16

Applies wherever AI or ML appears. Requires senior-management approval, annual policy review, monitoring, audits, bias and security checks, and segregation of duties.

Fannie Mae · in force 6 August 2026

Lender Letter LL-2026-04

Not limited to underwriting, and draws no distinction between a system a lender built and one it bought — so lenders now have to answer for their vendors' AI.

Insurance · NAIC

Model Bulletin on the Use of Artificial Intelligence Systems by Insurers

Adopted by a majority of states, the bulletin expects insurers to maintain a written AI program — governance, risk management, internal controls and oversight of third-party AI — and to be able to show regulators how AI-supported decisions are made and tested.

And the older reviews have not gone away. Enterprise buyers and investors still ask for SOC 2 before they sign, and state privacy laws keep multiplying. Governance Readiness treats all three as one body of evidence rather than three separate projects.

01 · AI governance for mortgage

Aligned to MISMO FRAME — the common language for answering the GSEs.

The Framework for Responsible AI in the Mortgage Ecosystem gives lenders a shared shape for the work: an AI system inventory, a governance policy and a risk assessment. We produce the record that maps to it — an implementation mapping, not a certification.

AI system inventory

Every AI and ML system — built or bought — recorded with its purpose, owner, data and risk tier, and kept current as systems change.

Control-to-evidence trace

Each governance control linked to the evidence that it operates, so a reviewer follows a line rather than a folder.

Risk assessment

Risk tiering, intended use and limitations documented for each system, with the decision paths that stay deterministic called out.

Testing and fairness file

Test results, bias and fairness checks and their thresholds — fed directly by LLM Assurance where AI is in play.

Monitoring

The signals agreed for each system, who watches them, and what happened when one moved.

Change log

Model, prompt, rule and source changes recorded with who approved them — generated from what happened, not reconstructed.

01 · AI governance for insurers

Aligned to the NAIC AI Model Bulletin — the same record, for insurance.

For carriers and insurtechs, the same inventory, controls and evidence are organized around the NAIC bulletin's expectations and the state requirements that build on it.

A written AI program

Governance, accountability and risk-management controls for AI systems across underwriting, pricing, claims and fraud, documented and kept current.

Testing for unfair outcomes

Testing and monitoring of AI-supported decisions for accuracy and unfair discrimination, with the results retained as evidence.

Third-party AI oversight

Due diligence, contract terms and ongoing monitoring for AI systems and data acquired from vendors — the area regulators most often ask about.

State requirements vary, and some states add their own rules on AI and external data. Applicability is confirmed with your compliance team and counsel.

02 · SOC 2

SOC 2 compliance, managed with you.

We help you design, run and evidence SOC 2 controls so your auditor examines working controls, not a document set. Your independent CPA firm performs the examination and issues the report.

Controls designed into the system

Role-based access, encryption in transit and at rest, audit trails, segregation of duties, change management, backup and disaster recovery — implemented in your environment as engineering, not described in a policy binder.

Evidence collected as you operate

Access reviews, change approvals, incident records and monitoring output captured continuously — which is what a Type II period actually tests.

Readiness before the auditor arrives

A gap assessment against the Trust Services Criteria you are reporting on, a remediation plan, and a dry run of the evidence requests you will receive.

Done before, end to end

As the engineering department for a risk-intelligence customer, we built the platform, engineered the compliance program into it and stood with them through the audit — SOC 2 Type II with zero findings. Read the outcome →

03 · Data privacy

CCPA and state privacy laws — mapped to your actual data.

Mortgage and insurance data sit under several regimes at once. Much of it is covered by the Gramm-Leach-Bliley Act, which the CCPA partly exempts — so the work starts with knowing which data falls where, and which state laws reach the rest.

Data inventory and mapping

Where personal information is collected, stored and shared — and which law governs each category, including marketing, website and employee data.

Consumer-rights workflows

Access, deletion, correction and opt-out requests received, verified, fulfilled and logged within the required timelines.

Retention and minimization

Retention schedules enforced in the systems themselves, so data is kept as long as required and no longer.

Readiness, not legal advice. We implement and evidence the technical and operational side of privacy compliance. Your counsel decides how the law applies to your business.

How it works

Readiness maintained continuously, not assembled before an audit.

The same evidence serves all three reviews, so the work is done once and kept current.

  1. Assess

    Map where you stand against FRAME, SOC 2 criteria and the privacy laws that apply to your data.

  2. Close the gaps

    Design and implement the controls, policies and workflows that are missing — in your systems.

  3. Evidence as you work

    Inventory, control evidence and change history produced from what actually happened.

  4. Support the review

    Stand with your team through the audit, the examination or the partner due-diligence request.

DepthOne body of evidence — reused across FRAME, SOC 2, privacy and partner due diligence
Readiness support, not a certification. Independent audits are performed by your auditor.

Straight answers

What readiness is — and what it is not.

Not a certification

FRAME alignment is an implementation mapping. MISMO does not certify vendors through us, and we do not imply its endorsement.

Not the audit itself

A SOC 2 report is issued by an independent CPA firm for a defined system and period. We prepare you for it and support you through it.

Scoped to what you contract

Covered systems, workflows and requirements are named up front, with milestones — so everyone knows exactly what "ready" means.

Questions buyers ask

Common questions.

What is Governance Readiness?

One program covering AI governance aligned to MISMO FRAME for mortgage and the NAIC AI Model Bulletin for insurance, SOC 2 compliance support, and readiness for CCPA and state privacy laws, with the evidence maintained as part of daily operations.

Is Governance Readiness a certification?

No. FRAME alignment is an implementation mapping, not a certification, and MISMO does not certify vendors through Reslt AI. A SOC 2 report is issued by an independent CPA firm; Reslt AI prepares you for the examination and supports you through it.

What do the GSE AI requirements expect from lenders?

Freddie Mac Bulletin 2025-16 (in force 3 March 2026) and Fannie Mae Lender Letter LL-2026-04 (in force 6 August 2026) require oversight of AI wherever it appears, and Fannie Mae's letter covers systems a lender bought as well as built.

What does the NAIC AI Model Bulletin mean for insurers?

Insurers are expected to maintain a written AI program covering governance, risk management, internal controls and oversight of third-party AI, and to show regulators how AI-supported decisions are made and tested. State requirements vary.

How does Reslt AI help with CCPA and state privacy laws?

Data inventory and mapping, consumer-rights request workflows, and retention enforced in the systems themselves. This is readiness support, not legal advice; your counsel decides how the law applies to your business.

Where to start

Bring the review you are facing next.

A GSE or state insurance AI inquiry, a SOC 2 request from a buyer, or a privacy question from counsel. We will show you where you stand and what it takes to close the gap.

Discuss Governance Readiness

Testing the AI itself? See LLM Assurance →