BSA / AML Playbook

Run safer BSA/AML AI plays with evidence-ready review.

Use controlled AI workflows for narrative scaffolds, alert-pattern summaries, CDD baselines, synthetic training, and procedure cleanup without exposing restricted data.

Start your BSA / AML path
Playbook Snapshot
BSA / AML Enablement Map
Primary Goal
Sharper SAR
Core Artifact
SAR narrative
Risk Focus
Customer data
Narrative quality
50/100
Pattern recognition
68/100
Documentation discipline
60/100
Data boundary discipline
78/100

Illustrative preview; your assessment personalizes the scores.

Recommended path
Maturity Assessment → Foundation Course → SAR Workflow → Sandbox
Role path

One playbook. Four working views.

Scan the role map first, then open the view you need.
Use-case map

Where BSA / AML can use AiBI immediately.

Each row pairs the work, the risk, and the artifact to keep.
01

Draft a SAR narrative scaffold

Organize synthetic or approved redacted facts into a human-reviewed who, what, when, where, why, and how structure.

HIGH risk
ArtifactSAR narrative scaffold
02

Triage alert patterns

Summarize recurring alert rationales for reviewer analysis without changing scenarios, thresholds, suppressions, or dispositions.

MED risk
ArtifactAlert pattern notes
03

Build CDD baseline libraries

Document segment-level expectations for analyst consistency without setting or changing customer-specific risk ratings.

MED risk
ArtifactCDD baseline library
04

Create synthetic analyst training

Turn public typology patterns into fictional practice scenarios with answer keys and reviewer notes.

LOW risk
ArtifactSynthetic training sheet
BSA / AML Playbook

AI prepares. Humans decide. Evidence proves.

Start with one approved play, one data boundary, one reviewer, and one saved evidence packet.

BSA / AML Playbook — The AI Banking Institute — The AI Banking Institute