NeuroAML
AI Anti-Money Laundering & Compliance Detection
AI-powered anti-money laundering system that automates suspicious activity detection, risk scoring, and regulatory compliance workflows.
NeuroAML built into your workflow.
Every capability is traceable, measurable, and deployable into your existing systems without rearchitecting what already works.
-
Intelligent Transaction Monitoring
NeuroAML uses machine learning models trained on historical investigation outcomes to score alerts by genuine risk, dramatically reducing false positives. Compliance officers focus their attention on cases that matter while low-risk alerts are automatically documented and filed with full justification trails.
-
Dynamic Customer Risk Scoring
Comprehensive risk profiles analyse customer behaviour patterns, transaction histories, beneficial ownership structures, and external data sources. Dynamic risk scores update in real time as new information arrives, ensuring escalating risks are flagged promptly rather than discovered during periodic reviews.
-
Automated Regulatory Reporting
The system automates generation of suspicious activity reports, compliance summaries, and regulatory filings formatted to meet FIAU requirements. Reports include the evidence trail that regulators expect, reducing manual compliance documentation effort by up to 80% while improving report quality and consistency.
-
Sanctions & PEP Screening
NeuroAML screens customers and transactions against global sanctions lists, politically exposed person databases, and adverse media sources in real time. Fuzzy matching handles name variations, transliterations, and spelling differences that cause exact-match screening to miss genuine hits.
Automated Regulatory Reporting
The system automates generation of suspicious activity reports, compliance summaries, and regulatory filings formatted to meet FIAU requirements. Reports includ…
Dynamic Customer Risk Scoring
Comprehensive risk profiles analyse customer behaviour patterns, transaction histories, beneficial ownership structures, and external data sources. Dynamic risk…
Intelligent Transaction Monitoring
NeuroAML uses machine learning models trained on historical investigation outcomes to score alerts by genuine risk, dramatically reducing false positives. Compl…
NeuroAML is Neural AI’s specialised anti-money laundering platform, purpose-built for Malta’s financial services sector and designed to meet the stringent requirements of the FIAU, MFSA, and EU anti-money laundering directives. It combines machine learning with rules-based detection to identify suspicious activity that traditional systems miss. NeuroAML is a core component of NeuroStack for AML & compliance and financial services deployments.
Intelligent Transaction Monitoring
Traditional AML systems generate overwhelming numbers of false-positive alerts, burying compliance teams in noise. NeuroAML uses machine learning models trained on historical investigation outcomes to score alerts by genuine risk. Compliance officers focus their attention on the cases that matter, while low-risk alerts are automatically documented and filed. NeuroIntelligence provides the reasoning engine that explains why each alert was flagged, giving investigators actionable context rather than raw data.
Customer Risk Scoring
NeuroAML builds comprehensive risk profiles by analysing customer behaviour patterns, transaction histories, beneficial ownership structures, and external data sources. Dynamic risk scores update in real time as new information arrives, ensuring that escalating risks are flagged promptly rather than discovered during periodic reviews. NeuroCompare tracks changes in customer profiles and submission patterns over time, identifying shifts that may indicate emerging risk.
Regulatory Reporting
The system automates the generation of suspicious activity reports, compliance summaries, and regulatory filings. Reports are formatted to meet FIAU requirements and include the evidence trail that regulators expect, reducing the manual effort of compliance documentation by up to 80%. NeuroSummarisation condenses investigation findings into clear, well-structured reports that compliance officers can review and submit efficiently.
Deployed at the ARB
NeuroAML powers the Arbiter for Financial Services’ AML monitoring capabilities, processing transactions and documents in both English and Maltese. Combined with NeuroMaltese for language processing, NeuroDocument for document analysis, and NeuroSheets for spreadsheet-based compliance workflows, it provides a comprehensive compliance intelligence platform. The system also integrates with the ARB’s document processing pipeline for end-to-end regulatory document handling. For iGaming operators, NeuroAML monitors player transactions and betting patterns for suspicious activity in Malta’s licensed gaming sector.
Live in weeks, not months.
Data Integration
NeuroAML connects to your core banking systems, transaction databases, and customer records through secure APIs. Historical transaction data is ingested for model training while real-time feeds enable continuous monitoring.
Pattern Detection
Machine learning models analyse transactions against learned patterns of suspicious behaviour, rules-based scenarios, and peer group comparisons. The system identifies anomalies that traditional threshold-based monitoring misses.
Risk Assessment
Detected anomalies are scored by risk severity combining multiple signals — transaction patterns, customer risk profile, geographic risk, and contextual factors. High-risk alerts are prioritised for immediate review.
Investigation Support
Compliance officers receive enriched alert packages with transaction timelines, customer profiles, relationship maps, and supporting evidence. NeuroIntelligence provides reasoning summaries that explain why each alert was generated.
Reporting & Audit
Investigation outcomes feed back into the model for continuous improvement. Regulatory reports are generated automatically from investigation data with full audit trails meeting FIAU, MFSA, and EU directive requirements.
Everything you need. Nothing you don't.
Intelligent Transaction Monitoring
NeuroAML uses machine learning models trained on historical investigation outcomes to score alerts by genuine risk, dramatically reducing false positives. Compliance officers focus their attention on cases that matter while low-risk alerts are automatically documented and filed with full justification trails.
Dynamic Customer Risk Scoring
Comprehensive risk profiles analyse customer behaviour patterns, transaction histories, beneficial ownership structures, and external data sources. Dynamic risk scores update in real time as new information arrives, ensuring escalating risks are flagged promptly rather than discovered during periodic reviews.
Automated Regulatory Reporting
The system automates generation of suspicious activity reports, compliance summaries, and regulatory filings formatted to meet FIAU requirements. Reports include the evidence trail that regulators expect, reducing manual compliance documentation effort by up to 80% while improving report quality and consistency.
Sanctions & PEP Screening
NeuroAML screens customers and transactions against global sanctions lists, politically exposed person databases, and adverse media sources in real time. Fuzzy matching handles name variations, transliterations, and spelling differences that cause exact-match screening to miss genuine hits.
See what NeuroAML could do for your business.
Book a free 30-minute consultation with our Malta-based AI team — no obligation, just a clear view of your highest-impact opportunities.
Where NeuroAML gets deployed.
Automate suspicious transaction detection and alert generation
Score customer risk profiles using behavioural and transactional data
Generate regulatory reports and suspicious activity reports (SARs) automatically
Screen customers and transactions against sanctions and PEP lists
Industry Applications
See how this solution transforms operations across different sectors.
- • Comprehensive AML monitoring, risk scoring, and regulatory reporting platform purpose-built for Malta's financial regulatory environment, reducing false positives and accelerating investigations
- • Automates transaction monitoring, customer risk assessment, and suspicious activity reporting for banks and financial institutions, meeting FIAU and MFSA requirements
- • Monitors player transactions and betting patterns for AML compliance in Malta's licensed iGaming sector, detecting suspicious activity and generating regulatory reports
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Government & Public Sector sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Real Estate sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Hospitality & Tourism sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Retail sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Education sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Telecommunications sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Manufacturing sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Insurance sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Healthcare & Life Sciences sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Architecture sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Startup sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Logistics & Supply Chain sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Legal sector
- • Leverage NeuroStack solutions to transform operations, reduce costs, and drive innovation in the Information Technology & Security sector
Real deployments. Real results.
Our NeuroStack Tech Stack
Technologies
Python 
PostgreSQL 
Apache Kafka 
Docker 
AWS 
Scikit-learn 
TensorFlow Solutions powered by NeuroAML.
NeuroAML FAQ
How does NeuroAML reduce false positives?
Does NeuroAML comply with Malta's AML regulations?
Can NeuroAML process documents in Maltese?
How long does NeuroAML deployment take?
Can NeuroAML integrate with existing compliance platforms?
What types of financial institutions does NeuroAML serve?
Ready to deploy NeuroAML?
Book a free 30-minute consultation. We will show you how NeuroAML integrates with your systems and what it can do in your specific context.
