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Seyhun Akyurek
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Banking

AI Compliance Copilot

Real-time regulatory monitoring, policy gap analysis, and compliance reporting for banking frameworks — CBUAE, SAMA, Basel III, FATF.

Azure AI Foundry
Azure AI Search
Python
FastAPI
Azure Database for PostgreSQL
Azure Cache for Redis
Azure Kubernetes Service
95%+
Gap Detection
< 5 min
Report Time
12+
Regulatory Coverage
70%
Risk Reduction

Project presentation

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AI Compliance Copilot · Agent Mesh

ORCHESTRATORBankingRegulatory Moni…ACTIVEPolicy AnalyzerNODE 02Report GeneratorNODE 03Risk AssessorNODE 0412345678
Step 1Real-time

Regulatory Feed

Ingest regulatory updates from official sources and news feeds.

CBUAE circularsSAMA updatesBasel III changesFATF guidance

Technical Design

Real-time regulatory monitoring system with AI-powered gap analysis and automated compliance reporting. Continuously ingests regulatory updates, maps them to internal policies, and generates audit-ready evidence packages.

System Components

Regulatory Ingestion

Multi-source regulatory feed monitoring

Policy Engine

Internal policy management and versioning

Gap Analyzer

AI-powered requirement comparison and risk scoring

Evidence Collector

Automated evidence gathering with chain of custody

Report Generator

Audit-ready compliance report creation

Data Flow

Regulatory Sources
Change Detection
Impact Analysis
Gap Identification
Remediation Planning
Evidence Collection
Compliance Reporting

Technology Choice

Azure AI Foundry + LangChain

Azure AI Foundry hosts specialized models for regulatory text analysis and gap detection. LangChain provides the orchestration framework for multi-step compliance workflows.

Alternatives Considered

AWS Bedrock + LangGraph, Google Vertex AI + AutoGen

Core Frameworks

Azure AI Foundry

Multi-model hosting for regulatory analysis

LangChain

Compliance workflow orchestration

Azure AI Search

Regulatory document indexing and retrieval

FastAPI

REST API for compliance dashboard

Implementation Plan

Regulatory Ingestion

3 weeks
  • Multi-source feeds
  • Change detection
  • Relevance scoring

Gap Analysis Engine

4 weeks
  • Policy mapping
  • Gap detection models
  • Risk scoring

Evidence Pipeline

3 weeks
  • Automated collection
  • Chain of custody
  • Evidence cataloging

Reporting & Dashboard

3 weeks
  • Report templates
  • Dashboard UI
  • Continuous monitoring

Key Milestones

Regulatory feeds active
Gap detection >95% accuracy
Evidence collection automated
Reports generating in <5 min

Risk Mitigation

Manual regulatory source verification
Human review for high-risk gaps
Fallback to template-based reporting if AI unavailable

Key Features

Regulatory Monitoring

Real-time tracking of regulatory changes across CBUAE, SAMA, Basel III, and FATF frameworks.

Policy Gap Analysis

AI-powered comparison of internal policies against regulatory requirements with gap identification.

Compliance Reporting

Automated generation of compliance reports with evidence packages for auditors.

Risk Scoring

Continuous risk assessment with severity classification and remediation prioritization.

Change Impact Analysis

Assess how regulatory changes affect existing policies and procedures.

Audit Trail

Complete audit trail of all compliance activities, decisions, and remediation actions.

How It Works

1

Regulatory Feed

Real-time

Ingest regulatory updates from official sources and news feeds.

CBUAE circulars
SAMA updates
Basel III changes
FATF guidance
2

Change Analysis

< 30 minutes

AI analyzes regulatory changes for relevance and impact.

Relevance scoring
Impact assessment
Urgency classification
Stakeholder identification
3

Gap Detection

< 1 hour

Compare new requirements against existing internal policies.

Policy mapping
Gap identification
Risk scoring
Priority assignment
4

Remediation Plan

< 2 hours

Generate remediation plans with actions, owners, and deadlines.

Action items
Owner assignment
Deadline setting
Resource allocation
5

Policy Updates

Day 2-5

AI-assisted policy drafting and updates to address identified gaps.

Policy drafting
Language review
Approval workflow
Version control
6

Evidence Collection

Day 3-7

Automated evidence gathering for compliance证明.

Document collection
Screenshot capture
Timestamp logging
Chain of custody
7

Compliance Report

Day 7-10

Generate comprehensive compliance reports for management and auditors.

Executive summary
Detailed findings
Evidence appendix
Action tracker
8

Continuous Monitoring

Ongoing

Ongoing monitoring to maintain compliance and detect new gaps.

Real-time alerts
Drift detection
Score tracking
Continuous improvement

Multi-Agent Architecture

Regulatory Monitor

Tracks regulatory changes across multiple jurisdictions and frameworks.

  • Change detection
  • Impact assessment
  • Alert generation
  • Framework mapping

Policy Analyzer

Compares internal policies against regulatory requirements to identify gaps.

  • Gap detection
  • Risk scoring
  • Priority assignment
  • Remediation planning

Report Generator

Creates audit-ready compliance reports with evidence packages.

  • Report creation
  • Evidence packaging
  • Format compliance
  • Distribution

Risk Assessor

Evaluates compliance risks and recommends mitigation strategies.

  • Risk evaluation
  • Severity classification
  • Mitigation planning
  • Trend analysis

Use Cases

CBUAE Compliance

Maintain compliance with Central Bank of UAE regulations and circulars.

Basel III Reporting

Automate Basel III capital adequacy and liquidity ratio reporting.

FATF AML Compliance

Ensure alignment with FATF anti-money laundering recommendations.

Policy Management

Centralized policy lifecycle management with version control and approval workflows.

Audit Preparation

Stay audit-ready with automated evidence collection and documentation.

Regulatory Change Management

Respond to regulatory changes quickly with impact analysis and remediation plans.

Interested in AI Compliance Copilot?

Get in touch to discuss how this solution can be tailored to your needs.