Insights

Detection isn't about perfection, it's about measurable, consistent improvement. This study reveals how adaptive AI stays ahead of adversarial generation without sacrificing operational efficiency.

For identity verification leaders evaluating build versus buy, short pilots de-risk decisions before long-term commitments. This guide helps product, engineering, and risk teams assess whether they can realistically ship, maintain, and update detection, or partner externally.