Director of BSA/AML
Manage sanctions screening program
What You Do Today
Oversee real-time sanctions screening for transactions and customer onboarding. Manage OFAC list updates, review potential matches, and ensure blocked transactions are handled correctly.
AI That Applies
AI-enhanced screening — fuzzy matching algorithms reduce false positives from name screening while catching transliteration variants, aliases, and partial matches.
Technologies
How It Works
The system ingests name screening while catching transliteration variants as its primary data source. 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
False positive rate on name screening drops from 95%+ to 60-70%. Your team spends more time on real matches and less time clearing common names.
What Stays
True match determination — is this the same 'Mohammed Al-Rahman' or a different one? — often requires investigative work beyond what the algorithm can resolve.
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.
Establish Your Baseline
Know where you are before you move
Before adopting AI tools for manage sanctions screening program, understand your current state.
Without a baseline, you can't measure whether AI actually improved anything. You'll adopt tools without knowing if they're working.
Define Your Measures
What to track and how to calculate it
Time per cycle
How to calculate
Measure how long manage sanctions screening program 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.
Start These Conversations
Who to talk to and what to ask
your Chief Compliance Officer
“What data do we already have that could improve how we handle manage sanctions screening program?”
They set the risk appetite for AI adoption in regulated processes
your legal counsel
“Who on our team has the deepest experience with manage sanctions screening program, and what tools are they already using?”
AI in compliance creates new regulatory interpretation questions
a regulatory affairs peer at another firm
“If we brought in AI tools for manage sanctions screening program, what would we measure before and after to know it actually helped?”
They can share how regulators are responding to AI-assisted compliance
Check Your Prerequisites
Confirm readiness before you invest
Check items as you confirm them.