Client Experiences

Challenge

Regional financial services firm needed to identify unusual transaction patterns across multiple currencies and time zones without generating excessive false positives that would overwhelm their compliance team.

Solution

Implemented customised anomaly detection system that learned normal patterns for each customer segment and currency pair. System flagged genuinely unusual activity while adapting to legitimate business fluctuations.

Results

False positive rate decreased by 67% within three months. Compliance team identified suspicious patterns 48 hours earlier on average. System now processes 2.3 million daily transactions.

Timeline: 4 months from requirements to deployment

Challenge

Healthcare organisation struggled to connect patient records, treatment protocols, and research findings across different systems. Clinical staff spent hours searching for relevant information.

Solution

Built knowledge graph linking patient data, medical literature, and treatment outcomes while maintaining strict privacy controls. Graph structure reflects actual clinical decision pathways.

Results

Clinical staff retrieval time reduced from 15 minutes to 90 seconds average. Treatment plan quality improved measurably. System now manages connections across 450,000 patient records.

Timeline: 5 months including privacy compliance review

Challenge

E-commerce platform running multiple recommendation models lacked visibility into when models degraded or produced biased results. Issues only surfaced through customer complaints.

Solution

Deployed comprehensive monitoring framework tracking model performance, data drift, and fairness metrics. System alerts team before issues reach customers and provides diagnostic context.

Results

Model issues detected 3-5 days earlier than previous methods. Customer complaints related to recommendations decreased 54%. Team confidence in deploying model updates increased substantially.

Timeline: 3 months from scoping to full monitoring