Financial crime analytics · AI-ready

Catch more real risk. Chase fewer false alerts.

Most monitoring systems drown investigators in noise while sophisticated typologies slip through. We combine hands-on platform expertise, data science and explainable AI to make your transaction monitoring sharper, leaner and fully defensible to regulators.

TM programmes delivered
25+
Leading platforms mastered
6
Core disciplines
AMLSanctionsFraudAI

End-to-End Delivery

From risk assessment and segmentation to rule design, tuning, calibration, and post go-live assurance.

Advanced Analytics & AI

Statistical testing, ML augmentation, and explainability frameworks that strengthen detection and transparency.

Global Delivery

Trusted by banks, fintechs and consultancies across the UK, EU, Middle East and the Americas.

Trusted teams

Experience across banks, consultancies, and global risk functions.

Société Générale
EY
KPMG
Swedbank
Lloyds Banking Group
Nordea
Procter & Gamble
Santander
Deutsche Bank
Barclays
Société Générale
EY
KPMG
Swedbank
Lloyds Banking Group
Nordea
Procter & Gamble
Santander
Deutsche Bank
Barclays
What We Deliver

Full-Spectrum Financial Crime Analytics From Strategy to Operations

DataWise Forensics sits alongside risk, compliance, technology, and investigation teams to build programmes that are insightful, efficient, and defensible.

Data Foundations

Source validation, lineage mapping, and enrichment strategies that give analytics teams confidence in every data element feeding TM engines.

Detection Performance

Scenario and model optimisation driven by statistical testing, ML augmentation, and explainability for stakeholders across the three lines of defence.

Governance & Assurance

Model validation packs, change control, and reporting frameworks aligned to regulatory expectations in major financial centres.

Investigations Intelligence

Network analytics, typology libraries, and workflow tuning that strengthen case management for AML, sanctions, fraud, and ABC teams.

Who We Are

A Specialised Consultancy Built for Complex Financial Crime Analytics Challenges

DataWise Forensics operates from London with a global remit. We partner with banks and other institutions to strengthen transaction monitoring, sanctions, investigations, and anti-bribery controls with measurable, explainable analytics.

What Makes Us Different

  • Independent specialists who have delivered large-scale TM transformations within global banks and consulting firms.
  • Blended teams across data science, model validation, investigations, and operational change for cohesive delivery.
  • Flexible engagement models—from strategic diagnostics to embedded squads guiding execution and assurance.

Track Record Highlights

  • Enterprise-wide TM implementations covering retail, commercial, correspondent, and payments businesses.
  • Remediation and regulatory response programmes addressing data, coverage, and evidencing findings.
  • Analytics labs augmenting rule-based systems with supervised and unsupervised ML in controlled environments.

Trusted Collaboration

We embed with compliance, analytics, engineering, operations, and audit teams—ensuring knowledge transfer, sustainable ownership, and transparency across stakeholders.

Sectors

Trusted by financial and non-financial institutions

We support banks and non-financial firms with financial crime risk.

Banks and financial institutions

Retail, commercial, correspondent, and private banking teams that need transparent models, defensible alerts, and clear regulatory narratives.

Non-financial institutions

Corporates, marketplaces, and regulated firms with financial crime exposure that require practical controls and measurable outcomes.

Payments and fintech

Fast-moving platforms with high-volume transaction monitoring, rapid investigations, and clear audit trails.

Professional services

Risk, compliance, and advisory teams that need stronger analytics, faster QA, and reusable playbooks.

Services

Tailored Support Across the Financial Crime Analytics Lifecycle

Engagements are modular and responsive—whether you need targeted expertise to unblock a workstream or an embedded squad to deliver large-scale transformation.

Transaction monitoring platforms
Design and deliver TM ecosystems for in-house builds and vendor solutions—covering risk assessment, segmentation, scenario libraries, data integration, and change governance.
  • Current state diagnostics, target operating model, and roadmap
  • Acceleration of design through typology playbooks and scenario sandboxes
  • Structured go-live support, coverage assessment, and regulator-facing evidence
Tuning, calibration & reporting
Optimise detection effectiveness and operational workload through statistical testing, ML augmentation, and business-aligned MI.
  • Threshold tuning, segmentation optimisation, and sensitivity analysis
  • Explainable AI overlays, challenger models, and validation frameworks
  • Management dashboards spanning workload, typology coverage, and investigator productivity
Investigations & intelligence
Enhance complex investigations with data science, network analytics, and workflow automation across AML, sanctions, fraud, and ABC domains.
  • Entity resolution and graph analytics tools surfacing hidden relationships
  • Case triage, risk scoring, and alert enrichment automation
  • Investigator enablement, typology libraries, and training for cross-functional teams
Platform Expertise

Vendor-Neutral. Platform-Fluent.

We have configured, tuned, validated and migrated the industry's leading financial crime platforms — so we get value out of your existing investment from day one.

NICE Actimize logo

NICE Actimize

SAM / IFM scenario design, tuning and policy manager configuration

Oracle Mantas (FCCM) logo

Oracle Mantas (FCCM)

Scenario thresholds, data mapping and behaviour detection calibration

Fiserv AML Risk Manager logo

Fiserv AML Risk Manager

Rule libraries, risk scoring and alert workflow optimisation

FICO TONBELLER (Siron) logo

FICO TONBELLER (Siron)

Siron AML/KYC profiling, rule tuning and implementation assurance

Quantexa logo

Quantexa

Entity resolution, network analytics and contextual investigations

ThetaRay logo

ThetaRay

AI anomaly detection, model validation and explainability overlays

Trademarks and logos belong to their respective owners. DataWise Forensics is an independent consultancy.

Operating Rhythm

A Lifecycle Approach That Integrates Analytics, Risk, and Operations

Every engagement follows a structured delivery model, adapted for either in-house builds or vendor platforms. Clients can enter at any phase—our teams slot into existing initiatives or run end-to-end programmes.

Diagnose & Define

Map inherent risks, regulatory obligations, and current control maturity. We establish strategy, target operating model, business requirements, and delivery roadmap in collaboration with stakeholders across three lines of defence.

Design & Engineer

Develop segmentation models, detection logic, data pipelines, and change control structures. We partner with technology teams and vendors to ensure design is implementable and transparent.

Test, Tune & Operationalise

Run scenario simulations, statistical testing, and calibration sprints to balance detection and workload. We stand up MI, case management enhancements, and investigator enablement.

Evidence & Assure

Produce validation documentation, model inventories, risk appetite alignment, and data lineage evidence. We guide supervisory responses and internal audit reviews.

Optimise & Evolve

Embed continuous monitoring, typology refresh cycles, AI augmentation, and dashboarding so TM programmes remain effective amid shifting risks and regulations.

Case Studies

Recent Programmes and Measurable Impact

Each brief is anonymised and tailored to demonstrate the scale and complexity of work typically undertaken.

Global retail bank
Delivered end-to-end transaction monitoring transformation
Supported a multi-market TM platform implementation covering risk assessment, customer segmentation modelling, scenario design, QA testing, and full tuning and calibration.
  • Established typology-driven risk assessment aligned to business lines and geographies
  • Designed 45+ behavioural and threshold-based scenarios with documented detection logic and evidential testing
International banking group
Resolved remediation findings and delivered assurance uplift
Performed forensic reviews to surface data, coverage, and evidencing gaps, then partnered with first and second line teams to close regulatory observations.
  • Executed alert and case back-book reviews to quantify exposure and evidence historical decisioning
  • Restored lineage confidence by reconciling 15 critical feeds, mapping severity, and fixing upstream breaks
  • Delivered scenario enhancements, calibration, and documentation that satisfied supervisory assurance checkpoints
UK retail bank
Layered AI on top of rule-based monitoring with explainability built in
Designed and deployed machine learning detection alongside incumbent rules, developing features, validation, and transparency measures so model risk stakeholders could sign off.
  • Built feature pipelines and challenger models that uncovered typologies legacy rules missed while maintaining precision
  • Delivered clear business reason codes and visual narratives explaining why each alert was triggered
Nordic banking group
Powered large-scale investigations with network and typology intelligence
Supported an international investigation into historical laundering exposure by combining data engineering, network analytics, and investigative workflow design.
  • Mapped multi-jurisdiction entity relationships to surface indirect links and hidden counterparty exposure
  • Delivered investigative workbenches and dashboards that triaged alerts, historical wires, and external intelligence
Work With DataWise Forensics

Outline Your Monitoring Challenge

Share a short brief on your objectives—discovery conversations help define where analytics, governance, or assurance support is most valuable.

Direct contact
Expect a response within one business day. NDAs can be arranged prior to deeper discovery.
Based in London, partnering with institutions across Europe and beyond.
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Tell us about your current analytics challenges, outstanding findings, or upcoming transformations.