Skip to content
Solution blueprints
Finance

Compliance monitoring

Watch every transaction, surface real risk, prove the work

A monitoring agent that watches transactions, communications, and changes against your rules and obligations, flags genuine risk, drafts the case file, and keeps a clean audit trail. Compliance teams investigate real alerts instead of drowning in false positives.

The problem

Compliance teams are buried in alerts. Rules-only systems fire on everything, so analysts spend their days clearing false positives while real risk hides in the noise. Obligations change faster than the checks, and proving the work was done means stitching evidence together by hand.

The outcome

60%

fewer false-positive alerts

The architecture

How the work actually flows

No black box. This is the real data and agent flow, from the moment work arrives to the moment it is done, with a human in the loop wherever the stakes are high.

  1. Ingest

    Stream transactions, communications, and system changes into a monitored event store in real time.

  2. Screen

    Apply your rules and watchlists first, then add pattern and anomaly models to catch what rules miss.

  3. Triage

    Score each alert, suppress the obvious false positives, and rank what actually needs a human.

  4. Investigate

    Assemble a case file with the linked evidence, the obligation at stake, and a draft narrative.

  5. Escalate

    Route genuine risk to an analyst with the case ready, and to filing where a report is required.

  6. Audit

    Log every alert, decision, and disposition so examiners can trace the full chain end to end.

What we build

  • Real-time ingestion of transactions, communications, and changes
  • Rules and watchlists combined with anomaly and pattern models
  • Alert scoring that suppresses false positives and ranks real risk
  • Auto-assembled case files with evidence and a draft narrative
  • An examiner-ready audit trail across every alert and decision

Representative stack

Python LangGraph Anthropic Claude Kafka pgvector Postgres Temporal

We choose tools to fit the job and your constraints. We are not tied to any one vendor.

Let's adapt this blueprint to your systems

Take the assessment. We start from this reference and tune it to your data, your tools, and your bar for quality.