As Automated Valuation Models (AVMs) continue to gain traction across the mortgage industry, one critical question sits just beneath the surface: How confident should we be in the values they produce?

In this episode of MISMO MIC’D Up, I sit down with Eric Fox, Chief Economist and SVP of Analytics at Veros Real Estate Solutions, to unpack the concept of confidence scoring—what it is, why it matters, and how it has historically introduced friction into the loan manufacturing process.

We start with the fundamentals, breaking down confidence scores in plain English and exploring how they function as a signal of risk, not certainty. From there, Eric walks through the real-world challenges lenders have faced for years: inconsistent scoring methodologies across AVM providers, difficulty comparing results, and the operational burden of managing multiple interpretations of “confidence.”

That sets the stage for one of the most important standardization efforts underway today.

Together, we dive into the work of the MISMO AVM Development Workgroup and the creation of the Common Confidence Score—a standardized, easy-to-understand metric designed to bring consistency, clarity, and comparability to AVM outputs across the industry.

Eric shares a behind-the-scenes perspective on what it took for competitors to collaborate under the MISMO umbrella, why lender participation was critical to reaching consensus, and how the group balanced statistical rigor with real-world usability.

But this conversation goes beyond the “what” and gets into the “why it matters.”

We explore how a standardized confidence score can:

• Reduce operational complexity and cost for lenders
• Improve transparency and decision-making for investors
• Support more consistent risk assessment across loan portfolios
• Accelerate broader adoption of AVMs in origination and beyond

We also connect the dots to broader market trends, including increased regulatory openness to modern valuation tools and the growing demand for faster, more cost-efficient lending processes.

To bring it all home, Eric shares his forward-looking perspective on what success looks like over the next three to five years—and why the Common Confidence Score could play a role similar to foundational infrastructure in enabling scale across the mortgage ecosystem.

If you’re a lender, investor, or technology provider navigating the evolving world of property valuation, this is a must-listen conversation that will leave you with both clarity and a deeper appreciation for the role standards play in driving industry progress.

What does “reliable at scale” actually mean in mortgage—and why does it matter more now than ever?
In this episode of MISMO MIC’D UP, Brian Vieaux sits down with Brian Pannell, Chief eServices Executive, and David Garrett, Director of Integration & Technical Services at DocMagic, to unpack one of the most critical—and misunderstood—concepts in digital mortgage transformation.
From the infrastructure layer to the loan lifecycle, Brian and David break down what it truly takes to deliver consistency, performance, and trust across thousands of loans, systems, and stakeholders.
At the core, reliable at scale isn’t just about uptime or system performance—it’s about shared standards, consistent data, and interoperability across the entire ecosystem. As Garrett explains, when data is aligned from origination through closing and into investor delivery, “there are no surprises.”
But achieving that level of reliability is where the real challenge begins.
Pannell highlights that scale only works when it works across organizations, not just within them—emphasizing that true scalability requires industry-wide coordination, not isolated excellence.
The conversation dives into:
Why borrowers don’t experience infrastructure failures—they experience lifecycle breakdowns
How inconsistent or “MISMO-esque” data creates friction across integrations and downstream processes
The real-world barriers slowing eNote and eClosing adoption—even in 2026
Why integration success requires both technical precision and business context
Where the “handshake” breaks down between systems—and how to fix it
Perhaps most importantly, the episode underscores a hard truth:
If it doesn’t work at scale, it doesn’t work—period.
From reducing friction in the borrower experience to unlocking true efficiency for lenders, this conversation makes clear that reliability isn’t a feature—it’s the foundation for the future of mortgage.

Show Description

What if the mortgage industry’s biggest problem isn’t technology—butcoordination?

In this episode of MISMO Mic’d Up, Brian Vieaux sits down withDavid Rogove, Founder & CEO of Maestro, to unpack a bold idea: the futureof mortgage origination won’t be built on more tools—it will be built onexecution.

David’s journey from loan officer at 18 to scaling and exiting Wemlogives him a unique perspective on where the real friction lives. And it’s notwhere most people think. Today’s lenders are operating in a fragmentedecosystem of LOS, POS, CRMs, pricing engines, and portals—stitched togetherwith manual workflows and human intervention at every handoff.

Enter a new model.

Maestro is being built as an AI-native operating system—an orchestrationlayer powered by coordinated AI agents that don’t just assist… they execute.From structuring loans to submitting files across systems, this isn’tautomation as we’ve known it—it’s a shift toward AI-driven production.

But here’s the catch: none of it works without standards.

Brian and David connect the dots between AI and MISMO, making the casethat standardized, trusted data is the foundation for any real-world AIdeployment in mortgage. Without it, AI is just a demo. With it, AI becomesinfrastructure.

David puts it plainly: the technology has finally caught up to theproblem.

The only question now—who’s ready to move?

Tokenization, Blockchain, and the Real Future of Mortgage Infrastructure

In this special episode of MISMO MIC’d Up, Brian Vieaux hands the mic to guest co-host Eric Lapin for a deep, practical conversation with blockchain expert Courtney Brown.

The goal? Cut through the noise and answer a question the mortgage industry is finally starting to take seriously:

👉 What role does blockchain actually play in U.S. housing finance?

Courtney brings a rare perspective—starting her career in mortgage operations and underwriting before moving into the world of Web3, tokenization, and digital asset infrastructure. That dual lens makes this conversation uniquely grounded in both how mortgages work today and how they could evolve tomorrow

1. Tokenization ≠ Liquidity (and why that matters)
One of the biggest misconceptions in the market today is that tokenizing an asset magically creates liquidity. It doesn’t.
Tokenization is infrastructure—the rails—not the market itself.

2. What’s Actually Being Tokenized in Real Estate
It’s not the physical home—it’s the ownership structure (LLCs, trusts, SPVs) represented digitally.
That distinction is critical for legal enforceability and scalability.

3. Blockchain as Infrastructure, Not Disruption
This isn’t about replacing mortgage—it’s about upgrading it:

• Faster transfer of value
• Improved auditability
• Reduced reliance on intermediaries
• Greater transparency across the lifecycle

4. Web2 vs. Web3—In Plain English
From password-based systems controlled by institutions…
to user-controlled environments where ownership and value move directly.

5. The Role of Data—and Why It Changes Everything
From FICO to cash flow to behavioral signals, blockchain opens the door to:

• More granular risk assessment
• Broader access to credit
• New ways to evaluate “ability to pay”

6. Crypto Meets Mortgage (Finally)
The conversation explores emerging use cases like:

• Using crypto for down payments
• Tokenized real estate ownership
• Bridging traditional finance (TradFi) and decentralized finance (DeFi)

7. The Biggest Barrier to Adoption
It’s not the technology—it’s:

• Misunderstanding of tokenization
• Fragmented use cases
• Regulatory uncertainty
• And unrealistic expectations about liquidity

Blockchain isn’t here to replace mortgage.

It’s here to modernize the infrastructure underneath it.

And as this episode makes clear—
👉 Standards, data, and trust will determine whether it scales.

🔍 What You’ll Learn💡 The Big Takeaway

Show Description

AI is moving fast in mortgage.

Maybe faster than we’re ready for.

In this episode of MISMO Mic’d Up, Brian Vieaux sits down with Erik Rowan, CEO of Crittora, to explore a critical—and often overlooked—question:

👉 Who’s controlling what AI agents actually do?

Because while the industry is racing to deploy AI across origination, fulfillment, and customer engagement… there’s a growing risk hiding in plain sight.

It’s called “ambient authority.”

In simple terms: most AI agents today have access to more data, more systems, and more capabilities than they should. And without proper controls, that creates real exposure—from data leakage to compliance violations.

Erik and his team at Crittora are tackling that problem head-on.

Instead of building another AI tool, they’ve created a secure orchestration layer—a cryptographically enforced framework that defines exactly what each AI agent is allowed to do, what data it can access, and how it operates within enterprise systems.

Think of it as moving from an “on/off switch”… to a fully controlled, permissioned environment.

In this conversation, Brian and Erik break down:

• Why AI security—not just AI capability—is the next big challenge in mortgage
• How “ambient authority” creates hidden risks across systems and workflows
• What it means to scope AI agents and enforce least-privilege access
• Why auditability, encryption, and traceability are essential for regulatory readiness
• How lenders can safely adopt AI without exposing sensitive data
• And why the industry must get ahead of regulation—before regulation catches up

Erik makes it clear: AI has massive potential to reduce costs and transform operations—but only if it’s deployed securely and responsibly.

Because in mortgage… trust isn’t optional.

🎧 If you’re thinking about AI in your business, this episode will change how you think about risk.

Show Description

In this episode of MISMO Mic’d Up, Brian Vieaux sits down with Josh Weinberg, President of Firstline Compliance, for a candid, high-impact conversation on the evolution of mortgage compliance—and why the Mortgage Compliance Dataset (MCD) may be the most important industry development you’re not fully paying attention to yet.

Josh brings a rare combination of deep regulatory expertise, frontline lender experience, and straight-shooting leadership philosophy (yes…including a core value of “No A$$holes”) to break down what MCD really is, why it matters, and how it’s poised to fundamentally reshape how compliance is measured, tested, and executed across the mortgage ecosystem.

The conversation goes far beyond definitions. Josh walks through the real-world problems MCD is solving—from inconsistent regulatory exams and inefficient sampling processes to the lack of transparency in legacy compliance frameworks. He explains how MCD introduces standardized data, open-book testing, and portfolio-level validation—creating a future where both lenders and regulators operate from the same playbook.

Brian and Josh also unpack the MISMO magic behind it all: a collaborative, consensus-driven model that brings lenders, regulators, and technology providers to the same table. With strong participation from the Conference of State Bank Supervisors (CSBS) and growing adoption momentum, MCD is emerging as a rare win-win—delivering efficiency for lenders while enhancing oversight for regulators.

But this episode isn’t just about the “what”—it’s about the “why now.”

Josh makes a compelling case that the mortgage industry historically only evolves when forced to…whether by regulation, crisis, or market disruption. The difference this time? Industry participants are proactively building the future—before they’re forced to.

You’ll also hear:

• Why compliance testing is shifting from random sampling to full portfolio analysis

• How MCD enables an “open book exam” approach to regulatory readiness

• The strategic advantage for tech vendors and lenders who get involved early

• Why being “at the table” in MISMO isn’t optional—it’s a competitive edge

• And how a values-driven culture (yes, including that one) actually drives better outcomes in a complex industry

If you care about reducing cost, increasing certainty, and modernizing how mortgages get done—this is a must-listen.

Episode Description

In this episode of MISMO Mic’d Up, host Brian Vieaux sits down with Ike Suri, Founder & CEO of FundingShield and MISMO Board Member, to explore how technology, data standards, and real-time verification are transforming one of the most critical moments in the mortgage process — the closing table.

Drawing on experience from industries like NASDAQ trading systems, airline ticketing, and telecom, Ike shares how lessons from high-stakes, data-driven environments led him to identify a major vulnerability in mortgage lending: the risk of fraud, data decay, and compliance failures at closing.

Together, Brian and Ike discuss:

• Why fintech founders — many new to mortgage — are increasingly turning to MISMO standards to accelerate innovation

• The growing threat of wire and closing fraud in mortgage transactions

• How real-time source data verification can protect lenders, investors, and consumers

• Why solving fraud and compliance challenges can actually improve lender profitability

• And how industry collaboration through organizations like MISMO is helping modernize mortgage infrastructure

The conversation highlights a powerful idea: standards don’t slow innovation — they enable it.

If you care about the future of mortgage technology, fraud prevention, and building a safer housing finance ecosystem, this is an episode you won’t want to miss.

🎙 MISMO Mic’d Up

Guest: Andrew Liput

Founder & CEO, Secure Insight

Episode Overview

Artificial intelligence is rapidly reshaping the mortgageindustry—but are lenders ready?

In this episode of MISMO Mic’d Up, Brian Vieaux sits downwith Andrew Liput to unpack where the mortgage industry truly stands in the AIjourney, the regulatory realities emerging at the state level, and whygovernance—not speed—will determine long-term success.

From agentic AI platforms and robo-dialers to repurchaserisk and black-box decisioning, this conversation cuts through the hype anddelivers practical guidance for lenders navigating AI adoption responsibly.

Key Discussion Topics

⚾ Where Are We in the AI Game?

AI today is programmed to “think, create, and produce”faster and more efficiently than humans—but that doesn’t eliminate lenderresponsibility.

🤖 What Is “Agentic AI”?

Andrew explains the rise of agentic AI—tools capable ofautonomous interaction that mimic human behavior.

The core question:
Can AI legally and ethically perform activities reserved for licensedindividuals?

🏛 The RegulatoryLandscape Is Forming

State regulators are beginning to issue guidance:

Upcoming guidance expected from:

Key takeaway:
There’s nothing “new” in these bulletins—but regulators are shining a spotlighton AI risk.

You can’t outsource compliance to a vendor. If AI createsharm, the lender is on the hook.

🌭 “Know What’s in theSausage”

Andrew uses a memorable analogy:

If AI is the black box that makes the sausage, you need tounderstand what’s inside.

Black-box opacity + speed + scale = amplified exposure.

💣 Speed & Scale =Accelerated Risk

AI’s greatest strength is also its biggest threat:

You can’t originate your way out of that kind of liability.

📞 The TCPA & RobocallRisk

Andrew shares a real-world example of AI robocalls offeringloan approvals without proper identification.

Concerns include:

AI dialers operating at scale without proper safeguardscould create catastrophic financial exposure.

🏢 Internal AI vs.Consumer-Facing AI

Not all AI carries the same risk.

Lower Risk:

Higher Risk:

The distinction matters.

🔐 Vendor Oversight IsCritical

The explosion of new AI vendors entering mortgage means:

Lenders must strengthen:

Loan officers entering borrower data into open AI toolscreates privacy risk most lenders haven’t fully addressed.

🎯 The One PrincipleLenders Should Anchor On

Andrew’s final advice:

Don’t compromise on oversight.

AI adoption without governance is exposure.

Why This Matters Now

The MBA Residential Board of Governors has made AI a topindustry priority. MISMO’s AI Community of Practice is working towardframeworks that help lenders establish guardrails for responsible adoption.

AI is coming—fast.
But responsible adoption requires deliberation, documentation, and discipline.

Standout Quotes

“You can’t just say, ‘The AI told me to do it.’”

“Know what’s in the sausage.”

“Speed and scale amplify risk.”

“Don’t compromise on oversight.”

Final Takeaway

AI will absolutely shape the future of mortgage lending.

But success won’t go to the fastest adopters.

It will go to the lenders who balance innovation withgovernance, oversight, and accountability.

We may be in the first inning—but the score will bedetermined by how responsibly we play the game.

Episode Description:

Is the mortgage industry built on solid data foundations or shiftingsands?

In this episode of MISMO Mic’d Up, MISMO President Brian Vieauxsits down with Mark Dangelo, Co-Founder of AXTent, Professor at CaseWestern Reserve University, and regular contributor to MBA Newslink and ThomsonReuters, for a deep dive into the evolving architecture of regulatory data inmortgage banking.

As artificial intelligence accelerates across financial services, theindustry is confronting a hard truth: regulatory reporting may be digital, butit is not necessarily consistent, interoperable, or machine-ready. What oncefelt like “bedrock” data infrastructure is rapidly liquefying under thepressure of AI, cross-agency reporting, and real-time analytics.

This conversation explores:

Mark explains how emerging architectures like data meshes and datafabrics allow institutions to integrate information across systems withoutduplicating or fragmenting data. Rather than lifting and shifting data into newsilos, modern architectures preserve system-of-record integrity while enablingreal-time governance, auditability, and cross-domain visibility.

For leaders of independent mortgage bankers (IMBs), this episode deliverspractical guidance:

The discussion also highlights how forward-thinking fintech founders areleveraging MISMO’s 26-year foundation of data standards to accelerate productinnovation — proving that standards do not limit innovation; they enable it.

If you are a mortgage executive, CIO, CTO, compliance leader, dataarchitect, or fintech innovator, this episode provides a roadmap for navigatingthe intersection of AI, regulatory modernization, and structured datagovernance.

Because in today’s mortgage market, competitive advantage will not comefrom faster processes alone — it will come from stronger data foundations.

Learn more about MISMO’s AI Community of Practice at mismo.org and jointhe conversation shaping the future of mortgage data standards.

In this episode of MISMO Mic’d Up, Brian Vieaux sits down with Paul Gigliotti, CEO of the California MBA, for a wide-ranging conversation on advocacy, innovation, and why being in the room early can fundamentally change how mortgage businesses compete and grow.

Brian and Paul begin by reflecting on their parallel journeys—both stepping into leadership roles at major industry organizations within days of each other—and how shared backgrounds in lending and technology shape their approach to leadership today. From there, the conversation dives into the mission and impact of California MBA, with Paul breaking down its three core pillars: advocacy, education, and networking, and why advocacy should be viewed not as politics—but as business strategy.

A major theme of the episode is California’s outsized influence on the national mortgage ecosystem. With California accounting for up to 40% of annual mortgage originations and serving as a legislative bellwether for other states and federal policy, Paul explains why lenders—especially multi-state operators—cannot afford to treat California policy in isolation. What happens in California rarely stays in California.

The discussion then turns to a powerful insight: membership isn’t just about support—it’s about foresight. Paul and Brian explore how lenders and technology providers that actively participate in associations gain early visibility into regulatory and legislative shifts, enabling them to adapt faster, innovate sooner, and sometimes even shape outcomes. Real-world examples highlight how being engaged—not just enrolled—can create lasting competitive advantage.

The episode also spotlights the newly announced partnership between MISMO and California MBA, including MISMO hosting two workshops at the upcoming Mortgage Innovators Conference (MIC) in Huntington Beach. Brian outlines what attendees can expect from the workshops, including deep dives into the Mortgage Compliance Dataset (MCD) and MISMO’s work on responsible AI frameworks for mortgage lending—two of MISMO’s top priorities heading into 2026.

Paul shares why MIC has become a must-attend, national-caliber event for mortgage innovation, emphasizing its focus on practical implementation, not just shiny new tools. The conversation also previews California MBA’s broader event lineup—from legislative advocacy days to capital markets and compliance conferences—and hints at future opportunities for deeper collaboration between the two organizations.

The episode closes with a candid look at how lobbying and standards work actually gets done: staying in your lane, leaning on subject-matter experts, and building trust with policymakers through education—not confrontation. It’s a reminder that sustainable progress in mortgage lending happens when advocacy, standards, and innovation move together.

Whether you’re a lender, fintech, compliance leader, or industry executive, this episode delivers a clear message: the future belongs to those who show up early, engage deeply, and help shape what’s next.

🎧 Tune in—and make sure you’re in the room.