Mortgage Technology · Data · AI

25 yearsbuilding systemsthat matter.

I'm Trey Barnes, a mortgage technology executive who has spent 25 years at the center of U.S. housing finance, building the data platforms, servicing systems, and AI-powered tools the industry runs on.

75%+
of the U.S. market at McDash
AI
in production at Sagent today
Top 30
servicers on platforms I've led
4
distinct executive roles
About

I didn't just watch the mortgage industry modernize. I helped do it.

Trey Barnes is a mortgage technology executive, entrepreneur, and AI strategist. His career spans operations, data, compliance, product leadership, go-to-market, and company building. He has been an operator inside the machine, a founder who built from zero, a dealmaker who won enterprise and government partnerships, and an executive who scaled platforms touching millions of loans.

CurrentlyVP, Product & Analytics, Sagent
Based inColorado, USA
Open toAdvisory · Board · Speaking
Portrait of Trey Barnes
Trey Barnes · 25 years in mortgage technology
75%+
of the U.S. market at McDash
AI
in production at Sagent today
M+
loans on platforms led
4
distinct executive roles

Career

Operator. Executive.
Founder. Strategist.

75%
U.S. market
covered at McDash
Now

Sagent

VP, Product & Analytics

Leading servicing intelligence, AI document automation, compliance technology, and the next-generation servicing data layer for one of the industry's largest platforms.

AIProductAnalyticsCompliance
2015–2025

IndustryVault

Co-Founder & Principal

Co-founded and built a mortgage servicing intelligence platform from scratch, serving enterprise servicers and agencies. The experience taught me what it really takes to ship a product people trust.

FounderPlatformWorkflow
2013–2015

Black Knight

Senior Vice President

Enterprise data platforms, regulatory reporting, and compliance products used across the post-crisis mortgage servicing ecosystem.

EnterpriseComplianceData
2003–2008

McDash Analytics

Managing Director

Grew the industry's leading loan-level repository from ~30% to 75%+ of the U.S. mortgage servicing market: millions of loans, billions of data points.

ScaleDataMarket
Foundations

Early Career

Operations · Reporting · BI

Learned how the work actually gets done: the foundation for a career spent building systems that operators trust.

OperationsBI

Expertise

Where 25 years of depth
actually compounds.

Most executives have breadth in one or two of these areas. Having gone deep across all of them as operator, founder, and platform leader is what makes the difference when problems get hard.

01

Mortgage Servicing

Default, loss mitigation, bankruptcy, foreclosure, claims, escrow, and portfolio management across the full operational surface of servicing, end to end.

02

Data Strategy

Turning fragmented operational data into a single source of truth that drives decisions, not just reports. From architecture to adoption.

03

AI & Automation

Product development, document intelligence, compliance monitoring, and workflow orchestration built to augment human expertise rather than replace it.

04

Compliance Technology

Operationalizing thousands of pages of regulation and investor rules as a living product capability, not a one-time checkbox.

05

Go-to-Market & Partnerships

Enterprise sales, business development, and government and agency relationships. Building the trust that turns complex platforms into partnerships that get signed, renewed, and expanded.

06

Operational Excellence

Simplifying complexity without sacrificing compliance or borrower experience. The discipline that separates good platforms from great ones.

07

Founder & Operator

Built and scaled a company from zero: P&L ownership, fundraising, hiring, and the judgment that only comes from carrying full accountability.

08

Product Leadership

Translating market needs into roadmaps and shipping products customers adopt, renew, and expand, instead of features that demo well and die in backlog.

When it mattered most

The data behind the financial crisis response.

~80%
of U.S. mortgage data
Top 30
servicers covered
TARP · HAMP
policy shaped by the data

During the 2008 housing collapse, the loan-level repository I helped build aggregated performance data from the nation's largest servicers: close to 80% of the U.S. mortgage market. That data didn't just measure the crisis; the OCC, the Federal Reserve, and the U.S. Treasury used it to understand it, and to help shape the federal response that became TARP and HAMP. It remains the clearest proof of what I believe: data is only worth building when it changes the decisions that matter.

Principles

The things
that don't change.

My philosophy of leadership has gotten simpler over 25 years, not more complicated. Technology changes. Markets change. These principles rarely do.

01

Build systems, not features.

Solve the whole problem so the next one gets easier.

02

Data before opinions.

Let evidence settle the argument, then move fast.

03

Compliance is a capability.

A product strength. Never a tax, never an afterthought.

04

AI must earn its place.

Technology is only valuable when it delivers measurable outcomes.

05

Simplicity wins.

Complex businesses need solutions that are clear, not clever.

Off the clock

Everything
around the work.

I live in Fort Collins, Colorado: outdoors, active, and refreshingly unpretentious. I grew up between Florida and Georgia, much of it on the water along the Intracoastal: boats, jet skis, and a Southern, work-hard-stay-humble streak that never really left.

Most of who I am off the clock comes down to a few things: a full house, the mountains, a guitar that's never far away, and the kind of relationships that only get built through honest conversations.

The Colorado Front Range foothills near Fort Collins at golden hourFort Collins, CO · 40.5853° N
Home base01

Fort Collins, Colorado

A full house with kids at different stages of life, so there's always something going on. Colorado suits me: outdoors, active, grounded, and present.

Roots02

Raised on the water

Florida and Georgia, much of it on the Intracoastal. That kind of upbringing gives you a freedom and a connection to something bigger than whatever's right in front of you.

Sound03

Guitar, voice, record

Music is a constant. I play, I sing, I record, and I don't believe in genre loyalty: classical to alternative to rap to country and everything between.

Trails04

Bikes, peaks, 14ers

Mountain biking, hiking, and working through Colorado's 14ers. Setting a goal that physically demanding has a way of resetting everything else.

Mabel05

A house built for Berners

We recently lost our Bernese Mountain Dog, Mabel, to cancer. She was a big part of our world. Finding a new Berner pup is currently a full household project. Animal welfare hits close to home.

People06

The hard conversations

I'm a direct-impact person. I'd rather have the real conversation that changes how someone thinks than write a check and move on. The best mentoring I've given or gotten was never the comfortable kind.

Writing & Insights

A point of view
worth reading.

Essays on servicing data modernization, AI strategy, compliance technology, and operational leadership in financial services. Select any piece to read it in full.

Data

Why mortgage servicing needs a modern data layer

The servicing stack still runs on systems that report the past. The next decade belongs to platforms that act on the present, in real time.

AI

The future of AI-driven compliance

Operationalizing regulation as software, what responsible automation actually requires, and why most organizations are doing it wrong.

Leadership

Building a system of record for servicing

Lessons from 25 years of turning fragmented operational data into a single source of truth that executives actually trust.

Strategy

What servicing leaders get wrong about analytics

Most dashboards describe what happened. Almost none help you decide what to do. The gap is where all the value is.

Let's work
on something
that matters.

AdvisoryBoardSpeakingExecutive

Open to advisory roles, board work, speaking engagements, and executive opportunities at the intersection of mortgage servicing, data, and AI. If you are building something meaningful in housing finance or financial services technology, let's talk.

Location
Fort Collins, Colorado
© 2026 Trey BarnesMortgage Technology · Data · AI