
Case study 01
Financial Fraud Detection System
AI-powered fraud detection for financial institutions with real-time scoring, lower false positives, and fast operational response.
Detection rate
+98.7%
False positives
-62%
Decision latency
<50ms
Case studies
These case studies show the kinds of product, platform, AI, and workflow systems QuirkyBit is positioned to design and deliver.
What to look for
System shape and operating context
Technical constraints that mattered
Architecture and workflow choices
Outcomes framed in decision-relevant terms

Case study 01
AI-powered fraud detection for financial institutions with real-time scoring, lower false positives, and fast operational response.
Detection rate
+98.7%
False positives
-62%
Decision latency
<50ms
Case study 02
Machine learning platform for diagnosis and treatment planning grounded in clinical workflows and medical literature.
Diagnostic accuracy
+32%
Planning speed
45% faster
Care outcomes
+28%

Case study 03
Predictive operations platform for inventory, logistics, and delivery performance across a distributed supply chain.
Inventory cost
-27%
Delivery time
-35%
Operational visibility
+90%
Case study 04
Integrated patient management system focused on operational efficiency, record quality, and treatment coordination.
Staff efficiency
+62%
Patient satisfaction
+40%
Record accuracy
99.9%
Case study 05
Secure telemedicine experience for virtual consultations, provider access, and treatment continuity.
Patient access
+85%
Consultation cost
-32%
User satisfaction
96%
Case study 06
Sales intelligence MVP built around LLMs, AI agents, and a robust machine learning pipeline for B2B workflows.
Qualification efficiency
+65%
Sales cycle
-32%
Conversion rate
+41%