AI-Native Analytics Platform

Analytics Infrastructure
for Structured Credit
Investors

RiskSpan helps mortgage and private ABF investors analyze assets, model risk, and monitor portfolios using integrated data, predictive models, and cloud-scale analytics.

15+
Years of Expertise
$3T+
Loans Analyzed
100+
Institutional Clients
AI-First
Built from Day One

Trusted by Leading Asset Managers, Banks & Insurers

Top 10 Asset ManagerStructured Credit
Top 5 InsurerLife & Annuity
Regional Bank$50B+ AUM
Global Hedge FundStructured Products
Mortgage REITMortgage & CRE
FinTech LenderConsumer & HELOC
Investment BankSecuritization
Credit UnionMortgage Servicing
Top 10 Asset ManagerStructured Credit
Top 5 InsurerLife & Annuity
Regional Bank$50B+ AUM
Global Hedge FundStructured Products
Mortgage REITMortgage & CRE
FinTech LenderConsumer & HELOC
Investment BankSecuritization
Credit UnionMortgage Servicing

Solutions for Structured Credit Investors

Purpose-built analytics for every participant in the structured credit ecosystem — from mortgage credit funds to private ABF asset managers.

Residential Credit Investors

Analytics for mortgage investors managing MSRs, whole loans, and RMBS portfolios.

Built for
MSR InvestorsWhole Loan InvestorsMortgage Credit FundsBanks & Servicers
  • Loan-level analytics & prepayment modeling
  • MSR valuation with scenario analysis
  • Loan collateral analytics & stratification
  • Portfolio monitoring & surveillance
  • Agency & Private-Label RMBS analytics
Explore Mortgage Analytics →

Private ABF Investors

Deal modeling, surveillance, and analytics for private asset-backed finance portfolios.

Built for
Insurance Asset ManagersPrivate Credit FundsSpecialty Finance InvestorsStructured Credit Desks
  • AI-powered deal data extraction & structuring
  • Custom cash flow modeling per transaction
  • Automated remittance & covenant surveillance
  • Portfolio reporting & performance dashboards
  • Secure data sharing with partners & LPs
Explore Private ABF Analytics →

Structured Credit Investing Is
Data-Intensive and Complex

We know first-hand how hard it is. So we built a solution that solves each challenge at the source.

📥

Asset Data Is Fragmented

Investors receive inconsistent loan-level data from multiple servicers, issuers, and trustees. Reconciling it manually introduces errors and delays.

RiskSpan: Unified data layer that normalizes asset data across portfolios
📊

Performance Is Hard to Model

Investors need to evaluate scenarios, prepayment behavior, and credit performance — but building and maintaining models is resource-intensive.

RiskSpan: Integrated modeling & scenario analysis built in
🔍

Portfolio Risk Is Opaque

After investing, many firms lack systematic surveillance. Performance deterioration goes undetected until it's too late to act.

RiskSpan: Ongoing portfolio analytics and proactive monitoring
🤝

Collaboration Is Broken

Private ABF requires coordination across internal teams, valuation providers, auditors, and LPs — but email and spreadsheets create version control chaos.

RiskSpan: Centralized repository with secure, structured data sharing

From Data to Investment Insight

RiskSpan integrates data, models, and analytics into a single AI-powered, cloud-native environment.

1
Loan & Deal Data
Loan tapes, remittance files, deal docs from any source
2
Data Integration
AI-powered Smart Mapper normalizes and validates data automatically
3
Predictive Modeling
Prepayment, credit, and cash flow models at loan-level scale
4
Portfolio Analytics
Risk analytics, stress testing, and performance surveillance
5
Investment Insight
AI-powered answers in plain English — instantly actionable
01 — Data Management

AI-Driven Smart Mapper

Ingest and standardize loan-level asset data from multiple sources. ML-powered field recognition maps data elements automatically. Load data in minutes — not hours.

ETLMachine LearningGenAIQC Automation
02 — Modeling & Scenario Analysis

Predictive Models at Scale

Evaluate scenarios using prepayment, credit, and performance models trained on decades of loan-level data. Run millions of scenarios in minutes.

PrepaymentCredit ModelsScenario AnalysisMSR Pricing
03 — Portfolio Analytics

Portfolio Risk Management

Monitor performance trends and risk exposures across portfolios with loan-level precision. Comprehensive surveillance, stress testing, OAS analytics, and early identification of emerging risks.

SurveillanceStress TestingOAS AnalyticsRisk-as-a-Service
04 — Collaboration

Secure Data Sharing

Share transaction data and analytics securely with partners and stakeholders. Centralized data repository eliminates version control issues across your ecosystem.

SnowflakeAPI AccessPartner PortalsSOC 2 Type II

Sharper, Faster
Mortgage Analytics

From tape cracking to ongoing surveillance, RiskSpan provides the end-to-end analytics mortgage investors need to price with confidence.

1

Load data in minutes, not hours

Smart Mapper ML handles acquisition and monthly servicer feeds — eliminating manual column mapping with automated QC audit reports.

2

Explore stratifications & loan-level drivers

Instantly stratify by FICO, LTV, geography, servicer, vintage and more. Move beyond pool-level averages.

3

Price with confidence and precision

Integrate loan-level prepay and credit models with full cash-flow analytics. Configure assumptions by cohort.

4

Continuously surveil to optimize outcomes

Automate recurring servicer feeds. Power near real-time portfolio surveillance. Stay ahead of covenant thresholds.

Smart Mapper — Loan Tape Ingestion
Redwood_Loan_Offer_Net_Fee_Calc.csv42 Fields Mapped
Imported FieldEdge FieldStatus
Net Note RateNet Note RateMapped
Current BalanceCurrent BalanceMapped
Origination DateOrigination DateMapped
ARM IndexARM IndexMapped
Loan AgeLoan AgeDerived
Original Loan AmountOriginal Principal BalanceMapped
✓ Run Smart Mapping complete — 0 unmapped required fields

What if your MBS data answered your questions
in plain English, instantly?

Most teams rely on SQL or Python to understand Agency MBS performance. RiskSpan breaks that bottleneck with an always-on, AI-powered MBS analyst.

💬

No Coding Required

Ask questions in plain English. Get fully sourced, transparent answers in seconds.

🔎

Pattern Recognition at Scale

Surfaces prepayment anomalies, performance drivers, and geographic trends across Fannie, Freddie, and Ginnie pools automatically.

📈

Executive-Ready Output

Turn complex analysis into clear narratives that win internal approval.

🛡️

Full Transparency

Every insight includes source citations from eMBS factor files and agency disclosures.

RiskSpan Agentic AI for MBS Data
You > Which Ginnie Mae 2020 production pools had the fastest speeds in Q2?

AI > Analyzing 24,318 pools across Ginnie Mae 2020 vintage...

Top 5 Fastest CPR Speeds (Q2):
  1. Pool MA6842 — 42.3 CPR
  2. Pool MA6915 — 39.8 CPR
  3. Pool MA7021 — 38.1 CPR

Key Driver: Elevated refi activity in FL, TX, CA with 3.0–3.5% WAC

Sources: eMBS Factor Files, Ginnie Mae Disclosure

You >

End-to-End Analytics for
Private Asset-Backed Finance

RiskSpan provides a unified platform for deal modeling, portfolio surveillance, and risk analytics — so you can analyze transactions and monitor portfolios efficiently.

🤖

AI-Driven Data Extraction & Structuring

Automated document processing extracts key terms, waterfall structures, triggers, and covenants from deal documents.

⚙️

Scalable Cash Flow Modeling

Build detailed cash-flow models per transaction capturing reserve accounts, structural triggers, and payment priorities.

📡

Automated Remittance Surveillance

Automatically ingest remittance files, monitor covenant triggers, track coverage ratios, and surface performance deterioration.

🔗

Secure Data Sharing & Collaboration

Share data securely with valuation providers, auditors, and LP investors. Eliminate version control issues.

Private ABF PortfolioAI-Analyzed
Portfolio UPB
$2.4B
Wtd. Avg Yield
8.72%
Loan Count
14,832
Auto
38%
Consumer
27%
CRE
20%
Specialty
15%
Covenant Alert — Pool CRE-04B
Coverage ratio below 1.15x threshold. Trigger event detected. Action recommended.

Trusted by the Industry's Best

★★★★★

“In just a couple of hours, I was able to create a portfolio of synthetic loans, stand up an ETL pipeline, and run multiple OAS/pricing scenarios with customized behavioral models. This would have taken multiple days in other systems I've used.”

E
Edge Platform User
Portfolio Analytics, Asset Manager
★★★★★

“RiskSpan's ability to share data with partners using the same system for analytics made the transition seamless. The operational and financial benefits were immediate — we consolidated data processing and analytics onto one platform.”

S
Senior Analyst
Leading Structured Credit Firm
★★★★★

“We replaced an inflexible risk system from a Wall Street dealer with Edge. RiskSpan bundles data feeds, predictive models, and infrastructure management into a cost-efficient, flexible solution that handles our entire structured and mortgage portfolio.”

R
Risk Manager
Buy-Side Asset Manager
2021
Buy-Side Market Risk Product of the Year
Risk.net Technology Awards
2021
Risk-as-a-Service Category Winner
Chartis Research
2019–2021
HW Tech100 Mortgage (3× Winner)
HousingWire
2025
Agentic AI for MBS Data Launch
Industry First

Bring Institutional Analytics to
Your Structured Credit Portfolio

See how RiskSpan helps investors analyze, value, and monitor mortgage and private credit assets.

Who We Are

Meet Our Team of
Data-Driven Problem Solvers

Seeking to create transformative technology that streamlines and reduces the cost of using data and analytics to evaluate risk and make investment decisions.

Our Mission

The Most Trusted Source of Analytics for Structured Finance

Our mission is to be the most trusted and comprehensive source of data and analytics for loans and structured finance investments. We strive to unlock financial opportunities for all by driving transparency in structured credit markets.

Our vision is to be the analytical hub of the structured finance and private credit ecosystem.

Our Story
Founded
2008

Established

Launched as successful but separate consulting and technology firms in the residential mortgage, MBS trading, and structured finance space.

Crisis Era
2010

Re-Imagined

Merged and re-imagined to leverage people plus technology to address complex client needs during the global financial crisis.

Today
2026

Empowered by AI

Building AI-native analytics infrastructure for the structured finance and private credit ecosystem — serving 100+ institutional clients globally.

What Drives Us

Built on Expertise, Driven by Innovation

🎯

Domain Expertise First

Every member of our team brings deep structured finance expertise. We understand the markets our clients operate in — because we've worked in them.

🤖

AI-Native by Design

We don't bolt AI on top of legacy systems. Every layer of our platform — from data ingestion to portfolio analytics — is built with intelligence at its core.

🔍

Radical Transparency

We believe every insight should be sourceable and verifiable. From our Agentic AI citations to our model documentation, transparency is non-negotiable.

🏗️

Built to Scale

Cloud-native from day one. Our infrastructure scales with your portfolio — whether you're analyzing 1,000 loans or 10 million across multiple asset classes.

🤝

Partnership Mindset

We're not just a software vendor. We're a partner in your analytics journey — from initial implementation through ongoing support and model enhancement.

Speed to Insight

Markets move fast. Our platform is designed to compress the time from raw data to investment decision — from days to minutes.

Our Team

The People Behind the Platform

Leaders in structured finance, data science, and enterprise technology — united by a mission to make complex markets more transparent and accessible.

Bernadette Kogler
Bernadette Kogler
Co-Founder & Chief Executive Officer
Suhrud Dagli
Suhrud Dagli
Co-Founder, CTO & Chief Innovation Officer
Jen Press
Jen Press
Chief Commercial Officer
Victor Block
Victor Block
Chief Financial Officer
Derek Ross
Derek Ross
Chief Administrative Officer
Scott Anderson
Scott Anderson
Head of Analytics
Tom Pappalardo
Tom Pappalardo
Head of Managed Services & Platform Implementations
Daniel Fleishman
Daniel Fleishman
Head of Client Success
Janet Jozwik
Janet Jozwik
Head of Product
Ankit Mohan
Ankit Mohan
Head of Engineering
Praveen Vairavan
Praveen Vairavan
Product & Technology
Timothy Willis
Timothy Willis
Product & Technology
David Andrukonis
David Andrukonis
Sr. Managing Director, Business Development
Akash Agrawal
Akash Agrawal
Head of Sales Engineering
Becky Flig
Becky Flig
Director of Sales
Chris Kennedy
Chris Kennedy
Director of Sales
Frank Lobo
Frank Lobo
Director of Sales
Sam Merrick
Sam Merrick
Director of Sales
Adam Mikkelson
Adam Mikkelson
Sales
Peter Sanchez
Peter Sanchez
Sales
Patrick Doherty
Patrick Doherty
Head of Consulting
Dan Kim
Dan Kim
Senior Managing Director, Consulting
Bill Moretti
Bill Moretti
Consulting
Brian Frye
Brian Frye
Consulting
Divas Sanwal
Divas Sanwal
Consulting
Edward Albrigo
Edward Albrigo
Consulting
Joseph Sturtevant
Joseph Sturtevant
Consulting
Patrick Tadie
Patrick Tadie
Consulting
Peter Cooper
Peter Cooper
Consulting
Ronald Weibye
Ronald Weibye
Consulting
Shalini Rossett
Shalini Rossett
Consulting
Stephen Rudner
Stephen Rudner
Consulting
Susan Mills
Susan Mills
Consulting
Tim Kitt
Tim Kitt
Consulting
15+
Years in Structured Finance
$3T+
Loans Analyzed
100+
Institutional Clients
50+
Team Members
Board & Senior Advisors

Guided by Industry Leaders

RiskSpan's advisors bring decades of experience across mortgage finance, risk management, capital markets, and financial technology.

Faith Schwartz
Faith Schwartz
Senior Advisor — Mortgage Industry
Ted Janulis
Ted Janulis
Senior Advisor — Capital Markets
Howard Kaplan
Howard Kaplan
Senior Advisor — Risk Management
Mark Cunningham
Mark Cunningham
Senior Advisor — Structured Finance

Want to Work with Our Team?

Whether you're looking to join RiskSpan or see what our platform can do for your portfolio, we'd love to connect.

Request a Demo

See RiskSpan's
Platform in Action

Portfolio managers, traders, and risk professionals: contact us to discuss how RiskSpan's approach to structured finance, loans, and private credit can help you streamline processes and manage risk.

📊

Ditch the spreadsheets and scale your business

Replace fragmented tools with a single platform for public and private structured credit investments — from data ingestion to portfolio surveillance.

Save time and money with one platform

Consolidate data processing, predictive modeling, and analytics onto a single AI-native infrastructure. Stop paying for multiple vendors.

🤖

Leverage AI to turn data into decisions

Our Agentic AI answers questions about your MBS data in plain English — instantly sourced, transparent, and executive-ready. No coding required.

🔒

Institutional-grade security you can trust

SOC 2 Type II certified, AWS and Microsoft compliant. Built for the security and regulatory requirements of institutional investors.

🏆Risk.net Product of the Year
🏅Chartis RiskTech100
SOC 2 Type II Certified
🏦100+ Institutional Clients

Book Your Demo

RiskSpan will contact you within one business day to schedule your personalized walkthrough.

1
Your Info
2
Your Needs
🎉

You're all set!

Thanks for reaching out. A RiskSpan expert will contact you within one business day to schedule your personalized demo.

📖
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