Risk management
Identify, assess and monitor the risks that matter most, with clear ownership and escalation.
- Risk and control assessments
- Key risk indicators and early-warning metrics
- Issue tracking and remediation
Operational risk & AI adoption specialist · governance · process & controls · workflow automation
I strengthen risk management, governance and processes, then put AI to work on them safely.
I combine 30+ years of operational risk management experience in one of the most regulated industries with hands-on AI adoption, so you get streamlined processes, sound controls and automation you can trust.
What I do
Three areas of expertise that work together: sound risk management and processes, AI applied where it genuinely helps, and tools that put it into practice.
Stronger oversight, cleaner processes and controls that hold up.
AI that saves time and stays accurate, governed and reviewed.
Working solutions that put new processes into practice.
Module 1 / Advise
The foundation of everything I do: clear ownership, sound controls and processes without wasted steps. This is where 30+ years of operational risk management experience counts most.
Identify, assess and monitor the risks that matter most, with clear ownership and escalation.
Policies, procedures and oversight routines that make responsibilities clear and hold up with auditors, regulators, lenders or buyers.
Consistent quality reviews and reporting leadership can rely on, with AI doing the repetitive checking where it helps.
Map how work really gets done, remove delays, rework and handoffs, and simplify what's left.
Build control points into the process itself, so errors are prevented or caught early, not found later.
Automate intake, routing, approvals and tracking so work moves on its own and nothing gets lost.
Module 2 / Apply AI
Hands-on experience putting AI to work in a regulated environment: automating real processes, validating every output and keeping people in control.
Policies, controls and oversight for how AI is used across an organization, so it stays accurate, compliant and accountable.
Testing AI results against source data and clear standards before anyone relies on them.
Finding the right uses for AI, then training teams to use it confidently with human judgment in the loop.
AI agents that carry out multi-step work, such as gathering data, running checks and drafting results, then hand exceptions to people.
Reusable prompt libraries that produce consistent executive summaries, report narratives and documentation.
Cleaning, labeling and structuring business data so AI produces accurate, reliable results, plus realistic synthetic test data to prove new automations without exposing customer or confidential information.
Module 3 / Build
Ideas only matter once they work in practice. I build the tools that put new processes to work.
Dynamic dashboards built with SQL Server, Python and Power BI that refresh from live data instead of being rebuilt by hand.
Power Apps for intake, tracking, approvals and sign-off, so the process runs the same way every time.
Modern, AI-assisted websites and simple web tools, fast to launch and easy to maintain.
› This site, including the agent console above, was designed and built by me.
How I work
Why a risk professional
I spent my career in regulated financial services, where every number has to tie out and every decision needs evidence. I bring the same discipline to every process and every AI workflow.
Background
I'm a Senior Vice President in financial services risk management. My work spans risk program oversight, governance, regulatory reporting and process design, and more recently bringing AI adoption and automation into all of it.
Designed, built and oversaw risk programs, with clear ownership, escalation and Board-level reporting.
Consolidated legacy processes into standardized operating models and strengthened policy, procedure and control design.
Applied AI automation and agentic workflows to reporting and oversight processes, with validation and human review built in.
Hands-on experience automating QA/QC and training activities, validating AI outputs and preparing complex data for reliable AI use.
Contact
I'm always glad to talk about operational risk, governance and practical AI adoption, whether it's a role, a collaboration or an idea.