AI-Driven Filtering Displaces Rules-Based Security Approaches
Enterprises across sectors are increasingly replacing rules-based email filtering with AI-driven threat detection, since phishing techniques have grown sophisticated enough that static rule sets can no longer reliably distinguish malicious messages from legitimate correspondence at acceptable false-positive rates. MMA's Q4 2025 primary research found thirty three percent of enterprise deployments now using AI-driven rather than rules-based filtering, up meaningfully from a smaller share three years earlier, as vendors completed the model training and validation work needed to deploy AI filtering reliably at production scale. This shift is resetting vendor evaluation criteria across the category entirely.
Market Impact: Drives 52% of platform evaluation activity








