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Notes on product, data, and regulatory tech.

Frameworks and lessons from leading product teams on complex, data-heavy systems.

15 articles · all topics
Whiteboard with index cards arranged as a quarterly product roadmap
product

Build vs. Buy for Case Management: A Decision Framework

When a team needs a new investigative tool, the first question is rarely technical. The framework I use to weigh building, buying, or extending.

Long aisle of archive shelving in a records room
regtech

Legacy Application Modernization: A Product Manager’s Playbook

Modernizing a system people use every day is a product problem first. A phased approach to retiring legacy software without disrupting the business.

Hand-drawn data mapping diagram and printed spreadsheets on a desk
data

Source-to-Target Mapping: A Practical Guide

The unglamorous document that makes or breaks every integration. What to capture, how to review it, and how to keep it current.

Long aisle of archive shelving in a records room
regtech

AML and Compliance Case Management: What to Look For in a Platform

Alerts, investigations, escalations, audit trails. The capabilities that matter most when compliance teams evaluate case management software.

Three colleagues meeting in a glass-walled room at dusk
leadership

What a Director of Product Management Actually Does

Less time drawing roadmaps, more time on portfolio decisions, funding conversations, and unblocking teams. An honest look at the role.

Hand-drawn data mapping diagram and printed spreadsheets on a desk
data

ETL Testing: Catching Data Integrity Issues Before Production

Automated comparisons, reconciliation checks, and checksums. Practical ways to prove your data arrived intact.

Hand-drawn data mapping diagram and printed spreadsheets on a desk
data

Data Migration Plan: Retiring a Legacy System Safely

A step-by-step plan for moving data off a legacy platform, from profiling and mapping through validation and cutover.

Long aisle of archive shelving in a records room
regtech

AI in Case Management: Where It Actually Helps Investigators

Separating useful AI, like triage, summarization, and pattern detection, from hype in regulated investigation workflows.

Long aisle of archive shelving in a records room
regtech

Complaint Management Systems: A Requirements Checklist

Intake channels, routing, deadlines, and reporting. A checklist for scoping a complaint management system in financial services.

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