Work library
Products, systems, and experiments across the journey.
A broader archive of work across financial technology, enterprise software, AI systems, operational products, and company building.
9 selected projects
AI-native transaction monitoring and fraud detection
Designing transaction monitoring, fraud detection, and explainable risk decisioning for regulated businesses.

AI-native compliance management for regulated businesses
Connecting regulatory frameworks, controls, tasks, evidence, audit readiness, and reporting in one compliance workspace.

Lending and Risk Analytics
Redesigning a complex analytics product to help financial institutions understand risk and make better lending decisions.

Financial reconciliation for transaction operations
Improving matching, exception management, customer onboarding, and product foundations over more than two years at Credrails.

CSV File Validator
Making large transaction-file submissions easier to inspect, correct, and trust before reconciliation begins.

Automotive lending operations platform
Designing a multi-sided automotive operations platform for vehicle payoffs, lien releases, title transfers, and title fulfilment.

AI-powered 3D engineering workspace
Redesigning structural simulation as an AI-powered 3D workspace built around engineering intent, control, and explainable results.

Procurement and Inventory
Simplifying how a commercial bank manages procurement, vendors, approvals, and inventory across its operations.

Mobile investment app UX audit
Auditing why customers completed onboarding but did not continue to wallet funding and their first investment.
The archive is still growing
Some chapters are documented. Others are still being written.
New case studies will be added as the work is cleared for publication and the stories are ready to be told properly.
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