AI-generated content embedding in high-stakes applications; detection harder than binary classification

According to Pangram and other AI detection startups, AI-generated text and images are appearing in job applications, product reviews, and insurance claims at scale. Pangram CEO Max Spero reported that detection is harder than binary real-or-fake classification, requiring analysis of contextual authenticity across multiple high-stakes use cases. The issue reflects the challenge of verifying human authorship as agentic AI systems produce content autonomously.