About Andrew
Over twenty years in mortgage risk. A new chapter in AI-assisted work.
For over 20 years, I worked across nearly every side of the mortgage industry — sales, underwriting, quality control, and risk. That range gave me a close view of how small inconsistencies in judgment or process compound into real financial and compliance exposure at scale.
That background is exactly why the current wave of AI-assisted evaluation work feels familiar. I'm currently building an enterprise-wide playbook that uses AI to help identify and address risk-related issues before they become costly — bringing structured, underwriting-grade thinking to a problem space that's moving faster than most risk teams can keep up with.
Apex Prism Concepts is where that same discipline shows up in smaller form — careful, high-precision data evaluation and RLHF work, done with the same attention to detail and compliance mindset built over two decades in a heavily regulated industry.
Background
Timezone, availability, and history.
How I operate
Good work is a repeatable habit.
Each assignment gets the same practical approach: understand the brief, protect the details, and deliver a useful answer.
- 01 — Accuracy over autopilot
- 02 — Consistency builds trust
- 03 — Discretion, learned in a regulated industry
- 04 — Every task sharpens the practice
Apex Prism Concepts / Available for well-matched work