MouseCat: AI Platform for Detecting and Investigating Financial Crime

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MouseCat is an AI-powered risk platform designed to fight financial crime. It automates fraud detection, AML investigations, and decision-making by analysing device signals, identity data, and transaction patterns to generate regulator-ready reports.

Key points

  1. Four-stage lifecycle: Learns from internal SOPs and historical cases, detects anomalies, conducts evidence-backed investigations, and executes actions.
  2. Broad fraud coverage: Flags account takeovers (ATOs), scams, third-party fraud (stolen payment details), and first-party abuse (promo/refund fraud).
  3. Auditable decisions: Every assessment provides an audit trail citing specific evidence, including device fingerprints, IP reputation, and identity checks.
  4. AML and compliance integration: Screens against sanctions lists (e.g. OFAC SDN), detects structuring and funnel accounts, and drafts Suspicious Activity Reports (SARs).
  5. Tailored for multiple sectors: Targets banks, credit unions, crypto exchanges, e-commerce, i-gaming, and digital marketplaces.

Why it matters

Manual compliance reviews and fraud triage are costly, slow, and hard to scale. By synthesising case history, device forensics, and transaction trends, MouseCat reduces manual investigation times while providing verifiable audit trails required by financial regulators.

Analysis

MouseCat distinguishes itself by prioritising explainability over opaque scoring. Rather than acting as a simple risk filter, it mimics human investigative workflows: testing competing hypotheses, searching past precedents, and assembling regulator-ready case dossiers. Capabilities such as automated SAR drafting and backtested rule recommendations demonstrate an emphasis on operational integration for enterprise compliance teams.

Summary generated by AI (Gemini 3.8 Flash, 27 September 2026). It may contain errors – the original source is authoritative.

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Locations

  • Mattersburg
    Johann Nepomuk Bergerstraße 7/2/14
    7210 Mattersburg, Austria
  • Vienna
    Ungargasse 64-66/3/404
    1030 Wien, Austria

Parts of this content were created with the assistance of AI.