We experienced some stability issues including API latency, SDK initialization failures, and session ID correlation. We mitigated these by synchronous SDK loading, monitoring API performance, ensuring fallbacks for unsupported devices, and regular session validation. Load testing and error logging also help maintain reliability at scale. Currently, I do not have anything to say on present features of BioCatch because we use it frequently but have not explored it completely. As a Java developer, I work on both front-end and back-end. If something could be developed in BioCatch, I see potential in how users interact with devices, such as typing patterns. Also, integration-friendly aspects, such as the lightweight SDK for web, native, and iOS and Android SDKs, along with continuous authentication, real-time risk scoring, and multiple fraud detection models such as account takeover and bot detection, would be beneficial. It could work across web and mobile platforms while maintaining privacy and compliance.


