AI Solutions
& Automation

Production-grade AI systems for compliance operations. Not off-the-shelf tools — custom solutions built by someone who understands both the technology and the regulatory requirements.

AI-Powered Compliance Monitoring

Intelligent monitoring systems that go beyond rule-based alerts. AI agents that understand context, learn from historical investigations, and surface the signals that matter while suppressing noise.

  • AI-augmented transaction monitoring with contextual analysis
  • Automated alert triage and prioritization
  • Pattern recognition across large transaction datasets
  • Anomaly detection calibrated to your specific risk profile
  • Real-time monitoring dashboards and reporting

Automated SAR & Report Drafting

AI systems that draft Suspicious Activity Reports from investigation findings, cutting report preparation time by 60% while maintaining regulatory quality standards. Built with human-in-the-loop review at every stage.

  • Automated narrative generation from investigation data
  • Evidence compilation and structuring
  • FinCEN and FINTRAC formatting compliance
  • Consistency checks and quality assurance
  • Audit trail and version control for all generated reports

Custom AI Agent Development

Purpose-built AI agents for specific operational needs. From document processing to investigation support to customer risk scoring — agents designed for your workflow, not the other way around.

  • Task-specific agent design and architecture
  • LLM integration (Claude API, OpenAI, open-source models)
  • RAG (Retrieval-Augmented Generation) systems for internal knowledge
  • Tool-use agents that interact with your existing systems
  • Deployment, monitoring, and ongoing optimization

Data Pipeline & Integration

The AI is only as good as the data feeding it. We design and build the data infrastructure that makes AI solutions work in practice — from ingestion to transformation to delivery.

  • ETL pipeline design for compliance data
  • API integrations with blockchain analytics platforms
  • Database architecture for investigation management
  • Automated data quality monitoring
  • System integration with existing compliance tech stack

Process Automation

Not everything needs AI. Sometimes the highest-impact improvements come from automating repetitive manual processes that your team handles today.

  • Workflow automation for investigation processes
  • Automated reporting and regulatory filing preparation
  • Customer onboarding automation
  • Alert routing and assignment optimization
  • Compliance dashboard and metrics automation