Why security-by-design outweighs behavioral analytics.

Behavioral analytics and ML-based anomaly detection are fundamentally reactive — they need time to baseline, struggle with false positives, and aren't built for how fast API-specific attacks move. Here's the case for building security in from the start instead.

• Establish an accurate baseline of secure API behavior from design intent, not observed traffic.
• Prevent vulnerabilities before deployment instead of detecting them after the fact.
• Deliver more complete, accurate real-time protection.
• Scale and adapt at the speed of DevOps, not the speed of a training window.