Aporia's platform offers comprehensive monitoring and observability solutions for machine learning models. By enabling real-time tracking and analysis, the platform helps data science and ML engineering teams to quickly identify issues, optimize performance, and ensure the reliability and accuracy of AI models. Core functionalities include real-time guardrails, anomaly detection, and embedding drift monitoring, all of which are crucial for maintaining robust and secure AI systems.

Lakera is focused on delivering enterprise-grade security solutions for large language models (LLMs). Its core product, Lakera Guard, empowers organizations to develop and operate generative AI applications without worrying about prompt injections, data loss, or exposure to harmful content. By providing tools like real-time monitoring, threat detection, and automated compliance checks, Lakera ensures that AI models are reliable, secure, and trustworthy.