Transform Data Chaos into Strategic AI Infrastructure

We help enterprise organizations build unified data foundations that enable AI, accelerate decision-making, and drive measurable business value across the entire organization.

Integrate
Unified data pipelines
Govern
Security & compliance
Commercialize
Monetize data assets

The Data Science Bottleneck

Every enterprise faces the same problem: teams waste months rebuilding data infrastructure for every project

WITHOUT MAGNETIC ASSETS
PROJECT TIMELINE
6 months
Data preparation & cleaning
2 months
Model building (rushed)
Total Time
8 months
Budget Wasted
$1.5M
on data prep work
RESULT
Project delivered 8 months late
Team frustrated and burned out
Innovation budget consumed by prep
WITH MAGNETIC ASSETS
PROJECT TIMELINE
2 weeks
Leverage existing CDM
5.5 months
Model building & iteration
Total Time
6 months
Budget Invested
$1.8M
in innovation & value creation
RESULT
Project delivered 2 months early
Team empowered and productive
Budget focused on innovation
Stop Rebuilding. Start Innovating.
Every project starts with 90% of data work already complete. Your teams focus on value, not data prep.

Common Data Model (CDM)

Build your data infrastructure once. Use it everywhere.

Eliminate Redundancy

Stop rebuilding data pipelines for every project. Create reusable data assets that serve multiple business units.

Accelerate AI Adoption

Start new initiatives at Step 41, not Step 1. Your data is already clean, labeled, and ready for AI/ML.

Compound Value

Each use case strengthens your data foundation. Your infrastructure appreciates in value over time.

Launch New AI-Powered Products

From tech modernization to market-ready intelligent products

Tech Modernization
Cloud infrastructure, APIs, microservices
Common Data Model
Unified, AI-ready data foundation
Organized Data Assets
Governed, cataloged, ready to monetize
New AI-Powered Products
Market-ready, intelligent, revenue-generating
Products You Can Launch
Powered by your unified data infrastructure
🤖 AI-Powered Credit Decisioning
Real-time lending decisions with ML
📊 Predictive Analytics Platform
Forecast trends and customer behavior
🎯 Personalization Engine
Hyper-targeted customer experiences
💰 Data-as-a-Service
Monetize insights to partners
Your infrastructure becomes your competitive advantage. Launch products faster, scale smarter, monetize better.

Proven Methodology

We structure transformation in manageable phases that deliver value at every step.

01

Assess

Comprehensive audit of your data landscape. Identify high-value use cases and quick wins.

02

Build

Create your Common Data Model one business unit at a time. Start seeing ROI immediately.

03

Scale

Each new application leverages existing infrastructure. Velocity compounds exponentially.

04

Commercialize

Turn data into revenue streams. Monetize both internally and externally.

What We Deliver

Five pillars of enterprise data transformation

Technology Assessment

Fact-based roadmap for modernization and strategic planning.

Data Governance

Secure, unified frameworks that scale with your organization.

API Architecture

Strengthen interoperability across all enterprise platforms.

Cloud Modernization

Infrastructure ready for AI, blockchain, and emerging tech.

AI Enablement

Transform data into actionable intelligence and automation.

Business Outcomes You Can Achieve

Your Common Data Model enables all of these outcomes. Once.

Customer 360 View
15% Revenue Lift
per customer through personalization
8 weeks to value
Supply Chain Optimization
20% Cost Reduction
through demand forecasting & inventory optimization
12 weeks to value
AI/ML Credit Decisioning
25% Better Decisions
with ML-powered risk models
10 weeks to value
Fraud Detection
$5M+ Annual Savings
from real-time anomaly detection
6 weeks to value
Predictive Maintenance
40% Downtime Reduction
through IoT data analytics
8 weeks to value
Data Product Commercialization
$10M+ New Revenue
from monetizing proprietary data assets
16 weeks to value
Your CDM Enables All of This. Once.
Build your data infrastructure once. Deploy these outcomes repeatedly. Each application makes your infrastructure more valuable.

The Multiplication Effect

Build your data foundation once. Use it for unlimited applications. Value multiplies exponentially.

1
Common Data Model
BRONZE
SILVER
GOLD
Built once.
Unified, governed,
AI-ready foundation
Initial Build
12-16 weeks
×
Enables
UNLIMITED APPLICATIONS
🤖
AI/ML Models
2-4 weeks
👥
Customer 360
3-5 weeks
📊
BI Dashboards
1-2 weeks
🔍
Fraud Detection
4-6 weeks
📈
Predictive Analytics
3-4 weeks
💰
Data Products
6-8 weeks
🚚
Supply Chain
4-5 weeks
🔒
Data Governance
Built-In
Plus Many More
Unlimited
Each new application:
✓ Takes weeks, not months
✓ Starts 90% complete
✓ Adds compounding value
The Traditional Approach vs. Our Approach
WITHOUT CDM
Every project starts from zero
6 months
per application
For 5 applications:
30 months
(2.5 years)
WITH CDM
Build foundation once, deploy many
16 weeks
+
4 weeks each
foundation + per app
For 5 applications:
9 months
(70% faster)
The More You Build, The Faster It Gets
Application #6? 3 weeks. Application #10? 2 weeks.
Your CDM becomes more valuable with every use. That's the multiplication effect.

What You Can Build

Applications enabled by unified data infrastructure - each with measurable ROI

AI/ML Applications
Predictive analytics, GenAI, automated decisioning
→ 30% faster decisions
Data Governance
Compliance, audit trails, access controls
→ Zero violations
Business Intelligence
Real-time dashboards, executive reporting
→ Real-time C-suite visibility
Supply Chain
Demand forecasting, inventory optimization
→ 20% cost reduction
Customer 360
Unified view, personalization, journey analytics
→ 15% revenue per customer
Data Products
Monetize datasets internally and externally
→ $10M+ new revenue
Every application leverages your CDM. Every deployment makes your infrastructure more valuable. Value compounds exponentially.

The Compounding Effect

How your data infrastructure becomes more valuable over time

Traditional Approach

Project 1
Steps 1-50
6 months
Project 2
Steps 1-50
6 months
Project 3
Steps 1-50
6 months
18 months
Total time to complete 3 projects
No reusable assets • Starting from scratch every time

Magnetic Assets

Project 1: Build CDM
Steps 1-50
6 months
Acceleration
Project 2: Leverage CDM
Skipped (Use CDM)
2 weeks
Project 3: Leverage CDM
Skipped (Use CDM)
2 weeks
7 months
Total time to complete 3 projects
CDM reused • Velocity compounds exponentially

Measurable Business Impact

60%
Faster Time to Market
Projects 2+ complete in weeks, not months
90%
Less Data Prep Work
Teams focus on value, not cleaning data
$M+
Annual ROI
Savings from eliminated redundancy

The Data Asset Flywheel

Each project strengthens your infrastructure. Your data becomes more valuable over time.

1st
Project
Build Foundation
2nd
Project
Leverage & Accelerate
3rd+
Projects
Compound Value
The More You Use It, The More Valuable It Becomes
Your Common Data Model appreciates in value with each application. Teams move faster, innovation accelerates, and ROI compounds exponentially.
"We went from 6-month data projects to 2-week sprints. Our data scientists now spend 90% of their time building models instead of cleaning data. This infrastructure has transformed how we innovate."
— VP of Data Engineering, Fortune 500 Financial Services

How We Help PE Firms Create Alpha

Proven value creation across Cerberus and Vista Equity portfolio companies

Due Diligence Value

Data assessment in 2 weeks vs 3 months
Rapid evaluation of data maturity, governance, and monetization opportunities
Impact:
Identify $10M+ value creation opportunities pre-close

100-Day Value Creation

Operational dashboard live by Day 30
Rapid deployment of KPI tracking and operational visibility for portfolio companies
Impact:
Quick wins delivering 15%+ EBITDA improvement by Day 90

Portfolio-Wide Data Standards

Cross-company data harmonization
Standardized CDM across portfolio enables benchmarking and best practice sharing
Impact:
Roll-up automation saving 500 hours quarterly + cross-portfolio analytics

Exit Multiple Enhancement

AI-ready data infrastructure
Buyers pay premium for companies with modern, scalable data platforms
Impact:
1-2x EBITDA multiple premium at exit + faster buyer process
We Help You Create Alpha, Not Just Improve Operations
Transform data from operational cost to value creation lever. Increase IRR through faster deployment, higher EBITDA, and premium exit multiples.
200-300
basis points of IRR lift
6-12mo
faster time to exit
1-2x
EBITDA multiple premium

Our Team

Proven leaders in enterprise transformation

MICHAEL AGUILING

Founder & Managing Partner

V. PAUL ZARAGOZA

Managing Partner, Head of Innovation

BENNET DEPIERRO

Technology Finance

CHRISTOPHER RUSSELL

Head of Data Engineering

JAYA SIRAM

Program Management / Scrum Master

TOM PLACE

Data Governance Lead

CUNEYT CUNEYDI

Sr. Infrastructure Architect

Case Studies

Enterprise transformations that delivered measurable value

BLUESTEM
BRANDS
Amalgamated
BANK
GLOBAL
Holdings

Bluestem Brands

Client: Cerberus Capital-owned Bluestem brands is a leading "Buy Now Pay Later" marketplace focused on establishing and increasing consumer credit scores

Solution: Magnetic Assets incubated an internal data team focused on generating AI / ML models trained for value creation

Amalgamated Bank

Client: Founded in 1923, Amalgamated Bank is the largest union-owned bank in the US. One of the top performing publicly traded NASDAQ-listed Banks in 2022

Solution: Magnetic Assets established a full data governance and modernization program

Global Holdings

Client: Global Holdings provides payment processing and account management services for consumers working with debt settlement providers

Solution: Magnetic Assets developed a company wide data asset to optimize revenue generation, risk mitigation, and attrition management

What Makes Us Different

Builders, Not Consultants

We build infrastructure that runs your business, not PowerPoint decks

PE-Tested Methodology

Proven across Cerberus and Vista Equity portfolio companies

Cloud-Agnostic

Your data, your infrastructure, your terms. No vendor lock-in

Enterprise Pedigree

JPMorgan scale (80+ petabytes), Nike innovation, major banks

How We Work With You

Assessment

2-4 weeks

Comprehensive data landscape audit, governance review, and opportunity identification

Ideal for: PE diligence, transformation roadmaps

Proof of Concept

8-12 weeks

Build CDM for one business unit plus one high-value use case

Ideal for: Testing approach, demonstrating ROI

Full Transformation

6-18 months

Enterprise-wide CDM deployment, governance framework, AI enablement

Ideal for: Portfolio companies, exit preparation

Let's Build Your Data Infrastructure

Enterprise Data Infrastructure That Scales
ROI: Return On Intelligence