AML Compliance Software

Chudovo builds and modernizes anti-money laundering software for transaction monitoring, watchlist management, risk detection, investigations, and regulatory reporting. Our recent work includes extending an AI-powered enterprise AML platform used by banking institutions, delivered as a senior developer team extension into the client's product team.
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AML Software Development Services

Chudovo provides complete lifecycles for software of anti-money laundering solutions, from the development of the platform from scratch to modernization of legacy AML products, consulting on AML architecture, and team extension into RegTech product teams.
  • Chudovo builds custom AML platforms, taking responsibility for the entire process of their development, including scope analysis under regulations, engineering of transaction monitoring, screen workflow, case management, integration with the financial infrastructure, and deployment of each system based on the compliance program of the client institution.
  • Chudovo helps clients to modernize their legacy AML solutions in order to ensure that they can fit modern regulations, scale up to modern volumes of transactions, and integrate with contemporary data providers. Modernization of the solution usually includes migration to a microservices architecture, re-engineering of the front-end, adding artificial intelligence capabilities, and re-engineering of the integration layer with core banking and data provider solutions.
  • Chudovo consults banks, fintech companies, and RegTech vendors on the architecture of AML solutions, detection strategy, data provider strategy, and modernization roadmap. Consultancy services include build-or-buy decisions, integration strategy with core banking and payments infrastructure, and roadmapping of multi-jurisdiction deployments.

Our Awards

Top Software Developers in USA 2026 by Techreviewer
Top Software Developers in Germany 2026 by Techreviewer
Top Blockchain and Web3 Development Company 2026 - Feedbax
Top Software Development Company 2026 by Feedbax
Top Software Development Company
Top App Development Company in Estonia (Manifest)
Sortlist Trusted Partner
Top Software Development Company 2026 by RightFirms

Our Approaches to AML Software Development

Compliance-Aware Architecture

Chudovo designs AML platforms around the regulatory scope applicable to the client's jurisdictions and business model, with the audit, data retention, and access control model built into the architecture.

AI-Assisted Development

Chudovo applies an AI-assisted development approach to AML projects, with the tools supporting work on integration code, front-end applications, and analytics layers under senior engineer review.

Explainable and Auditable Detection

Chudovo builds detection logic — both rule-based and AI-driven — with explainability and auditability at the core, so analysts can defend every alert and every risk score to internal audit and regulators.

Data-Provider-Agnostic Integration

Chudovo designs the integration layer so that screening data providers, transaction sources, and reporting endpoints can be swapped or extended without re-architecting the platform.

Quote

Andrew Vakulich
AML software has to work for two audiences at the same time — the compliance analyst working alerts at three in the morning, and the regulator reviewing the platform's logic during an examination. If the analyst can't triage fast enough, the backlog grows, and real alerts get missed. If the regulator can't trace how the platform decided anything, the institution has a problem. We build for both sides of that equation.
Andrew Vakulich
Delivery Manager

AML Detection Scenarios

Detection scenarios are examples of configurable monitoring logic that Chudovo has implemented and can adapt to the client's specific jurisdictions, risk appetite, and typologies. Actual scenario sets are always tailored to the institution's regulatory scope and business model.
Buyers

Transaction structuring below reporting thresholds

B2B Marketplaces

Rapid movement of funds across accounts

B2C Marketplaces

Unusual transaction frequency for a customer profile

Custom Interactive Voice Response (IVR)

Sudden changes in customer transaction behavior

Supported Standards

Payments involving high-risk jurisdictions

Workflow automation

Dormant account reactivation followed by significant activity

SIP Protocol Support

Circular money movement between related entities

Identity and Access Management

Multiple accounts connected to a single beneficial owner

Data Governance

Transactions inconsistent with the customer's stated profile

Number of stores & locations

Unusual cross-border payment patterns

Integrations

Financial Infrastructure
Compliance Data Providers
Technical Integrations
Financial Infrastructure
  • Core banking systems
  • Payment processing platforms
  • Card transaction systems
  • Digital banking platforms
  • Accounting and ERP systems
  • Data warehouses and data lakes
Compliance Data Providers

Chudovo integrates AML platforms with the compliance data providers required by the client’s screening and monitoring program. Example integrations include LSEG World-Check, ComplyAdvantage, Dow Jones Risk & Compliance, LexisNexis Risk Solutions, and Sumsub, along with:

  • Sanctions databases
  • PEP databases
  • Adverse media providers
  • Corporate registries
  • Beneficial ownership data
  • High-risk jurisdiction lists
  • KYC and identity verification platforms
Technical Integrations
  • REST APIs
  • Webhooks and event streams
  • Kafka messaging
  • Identity providers and Single Sign-On (SSO)
  • SIEM systems
  • Business intelligence and analytics platforms

Regulatory Frameworks

Chudovo develops anti-money laundering software to help institutions create controls for the relevant regulatory frameworks that govern the way they operate. Regulatory frameworks will vary according to jurisdiction, licenses held, and product categories – all of which are established during the discovery process.

  • FATF Recommendations
  • European Union anti-money laundering framework and requirements related to AMLA
  • Bank Secrecy Act (BSA)
  • FinCEN guidance
  • USA PATRIOT Act
  • UK Money Laundering Regulations
  • FCA requirements
  • General Data Protection Regulation (GDPR)
  • Local anti-money laundering/counter financing of terrorism (AML/CFT) regulations from the jurisdiction in which the institution operates

Chudovo develops FATF-compliant software for jurisdictions. It is the responsibility of the institution to be certified and compliant with the relevant regulations.

Typical Project Timeline

Timelines depend on scope, regulatory environment, and the integration landscape. The ranges below are typical for AML projects that Chudovo delivers.

 

Project Phase Typical Timeline
Discovery and Regulatory Scope Two to four weeks
Architecture and Proof of Concept Three to six weeks
Focused AML MVP Three to six months
Enterprise AML Platform Six to twelve months, or longer for complex deployments
Data Migration and Parallel Validation Depends on data volume and legacy system complexity

For enterprise deployments, Chudovo builds in a shadow-mode phase where the new platform operates in parallel with the existing system and the compliance team compares results before full cutover.

Security and Auditability

Security and auditability are as important as detection functionality in anti-money laundering software. Chudovo builds these into every layer of the platform. Where relevant, Chudovo works to security standards such as ISO 27001, SOC 2, and PCI DSS as engineering requirements during development. Certification of the deployed platform remains the responsibility of the institution.

Multiplayer Mode

Role-based access control

Call Routing & Dial Plans

Multi-factor authentication

Multi-Warehouse Management Solutions

Encryption in transit and at rest

Warehouse Dashboards

Immutable audit logs

B2C Marketplaces

Segregation of duties

RFID

Data masking for sensitive fields

Supported Standards

Configurable data retention policies

Instructor Dashboard

Secure API access

Following the best software development practices

Monitoring of privileged administrator actions

MVP vs Enterprise AML Platform

AML projects range from focused MVPs for early-stage institutions and RegTech startups through enterprise platforms for banks with high transaction volumes and multi-jurisdiction operations.

MVP Enterprise Platform
Batch transaction monitoring Real-time monitoring at scale
Predefined detection rules Configurable rules engine
Basic customer risk score Dynamic multi-factor risk scoring
Alert list Full case management
Manual watchlist upload Automated data-provider integrations
Basic reporting SAR and STR workflows
Limited user roles Granular access with segregation of duties
Single business unit Multi-entity and multi-jurisdiction support
Standard audit log Full decision lineage
Single-server processing Event-driven distributed architecture

Cost Factors

The cost of developing AML software depends on the platform’s scope, the regulations for which it is designed, the extent of its integrations, and the deployment architecture. The following factors account for most of the cost variability.

Transaction volume that needs to be processed by the platform

Requirement of real-time monitoring or batch monitoring

Number of scenarios for detection

Requirements for KYC, PEP, and sanctions screening

Number of data sources from third parties to be integrated

Integrations required with core banking systems and payments

Complexity of case management

Requirements for SAR and STR reporting

Number of jurisdictions to be supported

AI and ML capabilities

Explainability and governance of models

Historical data migration requirement

Security and audit requirements

Deployment options in cloud and on-premises

Availability and disaster recovery requirements

Modernization vs new development

Custom vs Off-the-Shelf AML Software

Off-the-shelf AML platforms work for many institutions, but some organizations reach a point where the platform’s constraints limit their compliance program or business model. The comparison below shows what changes when an institution moves from off-the-shelf to custom.

Off-the-Shelf Custom AML Software
Standard workflows Organization-specific workflows
Limited rule configuration Custom detection logic
Vendor-defined integrations Integration with existing infrastructure
Recurring licensing costs Ownership of the developed solution
Restricted data model Custom transaction and entity models
Vendor release schedule Independent product roadmap
Possible vendor lock-in Greater architectural control

Custom development in AML often means a hybrid approach — building custom transaction monitoring or case management layers while integrating licensed sanctions, PEP, adverse media, and identity data providers. Chudovo scopes each project against the client’s real needs and existing vendor relationships.

Why Chudovo for AML Software Development

Enterprise AML Background and Expertise

The microservices architecture, streaming events, and real-time data processing techniques used by enterprise AML can be found at Chudovo. We know how to distinguish between an AML software solution and a demo of it.

Engineering that Is Conscious of the Regulations

We build applications that comply with the audit, access control, and data lineage requirements that are demanded in the process of AML compliance and auditing.

Part of a Wider FinTech Software Practice

This is part of the FinTech software service offered by Chudovo, which involves banking software development, payment platforms, and many more financial software domains.

Long-Term Support and Regulatory Evolution

As regulations become more stringent, the typology changes, and the data providers are replaced over time. Chudovo offers maintenance and support services for AML platforms.

Technology Stack

Architecture Patterns
Workflow Automation
Rules Engines
Streaming and Messaging
Search
Databases
Identity and Access
APIs
Observability and Audit
Business Intelligence
Architecture Patterns
  • Microservices
  • Microfrontend architecture
  • Event-driven architecture
  • Streaming and CQRS
  • Domain-Driven Design
Workflow Automation
  • Camunda
  • Flowable
Rules Engines
  • Drools
  • Camunda DMN
  • OpenL Tablets
  • Custom business rules engines
Streaming and Messaging
  • Apache Kafka
  • Apache Flink (real-time stream processing)
  • Redis
Search
  • Elasticsearch
  • OpenSearch
Databases
  • PostgreSQL
  • Microsoft SQL Server
  • Oracle
  • MongoDB
  • ClickHouse (transaction analytics)
  • PyTorch
  • TensorFlow
  • scikit-learn
  • MLflow (model versioning and monitoring)
Identity and Access
  • Microsoft Entra ID
  • Okta
  • Keycloak
  • OAuth 2.0, OpenID Connect, SAML 2.0
  • Azure DevOps
  • Jenkins
  • GitHub Actions
  • GitLab CI
  • Docker and Kubernetes
APIs
  • REST
  • GraphQL
  • gRPC (for high-performance internal service communication)
Observability and Audit
  • Elasticsearch and Kibana
  • Splunk
  • Prometheus and Grafana
  • Immutable audit log infrastructure
Business Intelligence

Benefits to Businesses

The value of anti-money laundering software helps financial institutions with AML improvement, financial crime detection, and support of audit readiness.
benefits
Centralized Compliance Investigation
Case management unifies all the information needed for the investigation in one case record.
benefits
Consistent Risk-Based Detection
Configurable risk scoring, behavioral analysis, and model-driven detection produce consistent risk ratings while reducing the false-positive load compliance teams handle daily.
benefits
Auditability of All Decisions
All rule execution results, risk scores obtained, and all decisions made are stored with lineage, which allows the use of the information during audits.
benefits
Flexible Scalable Transaction Monitoring
Streaming architecture enables processing any number of operations without increasing the detection latency.
benefits
Easier Adjustment to Regulatory Change
Customizable rules, updatable models, and flexible architecture lead to quick transformation of detection logic in the case of changes in regulations or typology.
benefits
Better Reporting and Investigation Evidence Collection
Regulatory report workflows generate SARs and STRs based on collected investigation evidence, which minimizes efforts on preparing for regulatory reviews.

Case Study

FAQ

Can you migrate an existing AML platform from other vendors? Answer
Yes. We migrate AML solutions developed by other vendors from mid-development to live (not maintained) or the next phase if the current phase is already completed. Migration starts with the codebase audit, then follows knowledge transfer from the previous development team and the stabilization period, and then we start developing new features.
How do you avoid AML false positives? Answer
Behavioral analysis, risk scoring, and adjustable thresholds reduce false positives. Additionally, AML prioritization through AI reduces the workload of analysts. AI explainability ensures that any alerts raised will be able to withstand audits.
Is it possible to develop a platform supporting multiple legal entities/jurisdictions? Answer
Yes. Chudovo develops multi-jurisdiction platforms that include jurisdiction-specific rules, reports, regulations handling, jurisdiction-aware access control, and data residency when required and specified by the chosen jurisdiction.
Whose property is the source code and intellectual property of the product? Answer
Client retains all rights to source code, intellectual property, and the product. Chudovo works on a work-for-hire basis, so our contract provides full IP transfer of the delivered product to the client, with the source code available in the client's repositories throughout the engagement.
What is the approximate cost of AML software development? Answer
It depends on scope, transaction volume, regulatory requirements, and integration depth. An MVP for an AML-focused solution can cost from $150K-$400K; an enterprise-scale AML platform for banks with multi-jurisdiction operations would cost more than $500K. Team extension engagements are calculated based on rate and duration. The actual scope is defined during the discovery phase.
How do you provide for the data residency? Answer
Data residency is a compliance issue first and an engineering issue second. Chudovo builds AML solutions that consider jurisdiction-specific data residency issues, including regional cloud hosting, per-jurisdiction data isolation, and on-premises installations for institutions with strict localization requirements.
How do you handle the team ramp-down? Answer
We have a detailed ramp-down strategy which includes knowledge transfer sessions, documentation, and codebase walkthrough. This enables clients' internal teams to take over development and maintenance of the platform independently. Long-term support services are available for further development and platform updates.
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