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VP of Compliance

Manage compliance risk assessments and control testing

Enhances◐ 1–3 years

What You Do Today

Conduct annual compliance risk assessments to prioritize focus areas. Design and execute testing programs that validate whether controls are working as intended.

AI That Applies

Continuous compliance monitoring that tests controls in real-time across systems, replacing periodic manual testing with automated, always-on surveillance.

Technologies

How It Works

The system monitors regulatory data sources — rule changes, enforcement actions, and compliance records. The processing layer applies the appropriate analytical models to the structured data, generating scored outputs that surface the most actionable insights. The results integrate into the practitioner's existing workflow — presenting recommendations, flags, or automated outputs alongside their normal working context.

What Changes

Control testing shifts from annual sampling to continuous monitoring. You'll know about a control failure the day it happens instead of during next quarter's review.

What Stays

Designing the right controls, interpreting test results, and making risk-based decisions about what to fix versus what to accept — that requires experienced compliance professionals.

What To Do Next

This section won't tell you what your numbers should be. It will show you how to find them yourself. Every instruction below produces a real, verifiable result in your organization. No benchmarks, no projections — just the steps to build your own evidence.

1

Establish Your Baseline

Know where you are before you move

Before adopting AI tools for manage compliance risk assessments and control testing, understand your current state.

Map your current process: Document how manage compliance risk assessments and control testing works today — who does what, how long it takes, where the bottlenecks are. You need this baseline to measure improvement.
Identify the judgment points: Designing the right controls, interpreting test results, and making risk-based decisions about what to fix versus what to accept — that requires experienced compliance professionals. These are the boundaries AI won't cross.
Assess your data readiness: AI tools for this area need data to work. Check whether your organization has the historical data, integrations, and data quality to support MetricStream tools.

Without a baseline, you can't measure whether AI actually improved anything. You'll adopt tools without knowing if they're working.

2

Define Your Measures

What to track and how to calculate it

Time per cycle

How to calculate

Measure how long manage compliance risk assessments and control testing takes end-to-end today, then after AI adoption.

Why it matters

The most visible improvement is speed. If AI doesn't save time, question whether it's adding value.

Quality of output

How to calculate

Track error rates, rework frequency, or stakeholder satisfaction scores before and after.

Why it matters

Speed without quality is just faster mistakes. Measure both.

When to check: Check after 30 days of consistent use, then quarterly.
The commitment: Give new tools at least 30 days before judging. The first week is always awkward.
What NOT to measure: Don't measure AI adoption rate as a KPI. Adoption follows value — if the tool helps, people use it.
3

Start These Conversations

Who to talk to and what to ask

your board chair or lead independent director

What's our current capability gap in manage compliance risk assessments and control testing — and is it a people problem, a tools problem, or a process problem?

They shape expectations for how AI appears in governance

your CTO or CIO

If manage compliance risk assessments and control testing were fully AI-assisted, which exceptions would still need a human — and are those the high-value parts?

They own the technology infrastructure that enables AI adoption

a peer executive at a company further along on AI adoption

What's our current false positive rate, and how much analyst time does that consume?

Their lessons learned are worth more than any consultant's framework

4

Check Your Prerequisites

Confirm readiness before you invest

Check items as you confirm them.