A curated list of Financial Crime Compliance (FCC) resources: transaction monitoring, trade surveillance, e-comms surveillance, fraud detection, case management, sanctions screening, KYC/KYB, graph analytics, datasets, regulations and more.
FCC spans AML/CFT, sanctions, AB&C, market abuse, fraud and investigative tooling. This list aims to be practical, vendor-neutral and signal-rich.
- Vendor / Commercial Platforms
- Transaction Monitoring (AML)
- Trade Surveillance (Market Abuse)
- E-Comms / Conduct Surveillance
- Fraud Detection
- Sanctions & Screening
- KYC / KYB / Customer Risk
- Case Management & Investigation
- Graph & Link Analysis
- Entity Resolution & Master Data
- Data Ingestion, ETL & Quality
- Synthetic Data & Simulators
- Explainability & Model Risk
- Benchmarks & Datasets
- Regulations, Standards & Typologies
Commercial tools are useful for discovery:
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Oracle Financial Crime and Compliance Management (FCCM) Solutions - Enterprise AML transaction monitoring/Mantas & case mgmt.
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NICE Actimize - Cross-domain FCC suite (AML, fraud, trade/e-comms).
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SAS AML / Fraud - Analytics-driven FCC platform.
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SymphonyAI NetReveal - AML, fraud and KYC risk.
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Quantexa - Entity resolution & network analytics.
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Featurespace - Adaptive behavioral fraud analytics.
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Behavox / Shield / Smarsh - E-comms surveillance stacks.
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Solidus / ACA / QuestDB - Trade surveillance.
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Elliptic - Wallet & transaction screening for AML compliance
- Apache Flink - Streaming engine for real-time TM pipelines.
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TimescaleDB - Time-series SQL for order book analytics.
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spaCy / Hugging Face - NLP pipelines for policy violations, collusion cues.
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PyOD - Outlier detection toolbox for fraud features.
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River - Online ML for streaming fraud detection.
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XGBoost / LightGBM - Gradient boosting baselines for tabular fraud.
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OpenSanctions - Sanctions & PEPs knowledge graph + entity data pipelines.
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FuzzyWuzzy / RapidFuzz - Name-matching baseline.
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OFAC SDN & Consolidated Lists - Official lists + update cadence, formats.
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Great Expectations - Data quality gates for KYC feeds.
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Kibana/Elasticsearch - Query, pivot and visualize alert context.
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NetworkX - Graph feature engineering (centrality, motifs).
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Neo4j - Labeled-property graph DB for rings & money-mules.
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Memgraph - Real-time graph with Cypher for streaming rings.
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Graphistry - GPU visual analytics on alert clusters.
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Splink - Probabilistic entity resolution at scale.
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Airflow - Batch orchestration for FCC pipelines.
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SDV (Synthetic Data Vault) - Tabular synthetic data generation for model dev.
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Gretel / YData - Tools to generate privacy-preserving FCC datasets.
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SHAP - Local/global explanations for FCC models
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IEEE-CIS Fraud - Financial transactions fraud dataset (imbalanced).
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Elliptic Bitcoin AML - Crypto AML labels for addresses/tx.
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FATF - Recommendations & typology reports (AML/CFT)