Responsible AI for Capital Markets and High-Stakes Decisions

INTELLIGENT
SYSTEMS.
HUMAN
JUDGMENT.

Jadion.AI builds machine learning systems that earn trust — rigorous, interpretable, and designed for the decisions that actually matter.

ML Systems Architecture Responsible AI Practice Capital Markets ML Algorithmic Pricing Data Platform Modernization Model Risk Governance Pull-Through Prediction MSR Portfolio Intelligence ML Systems Architecture Responsible AI Practice Capital Markets ML Algorithmic Pricing Data Platform Modernization Model Risk Governance Pull-Through Prediction MSR Portfolio Intelligence

AI That Doesn't Pretend to Know What It Doesn't

Most AI vendors optimize for demos. We optimize for decisions. The highest-stakes problems in finance, operations, and risk management require systems that are rigorous, interpretable, and built with institutional accountability in mind.

We come from inside the machine. We've built hedge risk models, priced $130B pipelines, and led responsible AI frameworks at scale. Jadion.AI is what we wish had existed.

4x
Hedge Accuracy Improvement over Industry Baseline
$130B+
Origination Pipeline Modeled
13yr
Capital Markets ML Experience
2x
TDWI National Award Winner

Capabilities

Engagements are available as retained fractional partnerships or defined project scopes. The right model depends on where you are.

01
ML System Design

End-to-end architecture for high-stakes predictive systems. Feature engineering, model development, production deployment, and monitoring built to survive regulatory scrutiny and real market volatility.

Predictive Modeling MLOps Risk
02
Responsible AI Frameworks

Governance, interpretability, and model risk management designed to satisfy both compliance requirements and intellectual honesty. Not theater — actual rigor, built into the development lifecycle from day one.

Governance Interpretability Model Risk
03
Capital Markets Intelligence

Specialized ML for mortgage banking, hedging, servicing, and pricing. Pull-through prediction, MSR portfolio analytics, algorithmic pricing infrastructure, and recapture modeling at pipeline scale.

Hedging Pricing MSR Pull-Through
04
Data Platform Strategy

Architecture and roadmap for enterprise data ecosystems — from legacy modernization to cloud-native builds. Designed for analytics reliability, AI readiness, and the operational trust that makes both possible.

Architecture Cloud Migration Data Governance
05
Team and Practice Building

Fractional leadership and embedded partnership to build data science functions from the ground up, or to restructure teams that have stopped delivering. Hiring frameworks, operating models, and mentorship infrastructure included.

Fractional Leadership Org Design Hiring
Not sure which fits?

Every engagement starts with a conversation, not a proposal.

Get in Touch

Two Ways to Engage

Founded by Practitioners

James
Co-Founder and Managing Partner

Senior Director of Data Science with 13 years building capital markets ML at Rocket Companies. Founded the Responsible AI practice, led hedge risk modeling to 4x industry accuracy, and scaled a 60-person organization spanning capital markets, servicing, legal, and compliance. Two-time TDWI national award winner. University of Michigan MIDAS research partner. Keynote speaker on AI governance and responsible deployment.

Capital Markets ML Responsible AI TDWI Award x2 U of M MIDAS LSE
Dian
Co-Founder and Managing Partner

Senior Director of Engineering and former VP of Data Intelligence at Rocket Companies, where she led a 160-person organization spanning data engineering, analytics, MarTech, and enterprise data platforms. Built the trusted data foundations that power AI and ML at scale across origination, servicing, and customer experience. PSYCH-K Advanced certified. MA Economics. Native Mandarin speaker.

Data Platform Architecture Enterprise AI Data Governance PSYCH-K Advanced MA Economics

Get on the List

We are selectively engaging with founding clients. If you are building something that needs to be right, not just impressive, let's talk.

No pitch decks. No demos. Just a conversation.

Request received. We will be in touch shortly.