Robust Intelligence

Robust Intelligence (now part of Cisco) delivers a comprehensive AI security and validation platform designed for enterprise-grade ML deployments. Its core strength lies in automated AI risk management " continuously testing models for vulnerabilities, bias, and adversarial threats before and after deployment. The platform's AI Firewall is a standout feature, providing real-time protection against prompt injection, data poisoning, and model manipulation. For bias detection, it offers thorough fairness testing across protected attributes, though configuration requires some ML expertise. The stress-testing capabilities are impressive, simulating hundreds of attack vectors to surface model weaknesses proactively. Integration is well-supported via API and CI/CD pipeline compatibility, making it viable for MLOps workflows. The main limitation is accessibility " custom enterprise pricing puts it out of reach for smaller teams and startups, and the learning curve can be steep. Documentation is solid but could benefit from more hands-on tutorials. For organizations deploying AI at scale with serious compliance and security requirements, Robust Intelligence is among the most capable platforms available.