Pangram CEO Highlights Challenges in Detecting AI-Generated Content Online

2 Sept 2026, 10:48 pm · 10d ago · 1 min read · TechCrunch AI

Pangram Co-founder and CEO Max Spero warned that identifying AI-generated content has evolved far beyond basic binary classification between real and fake. As synthetic text and imagery proliferate across job applications, consumer reviews, and insurance claims, platforms face growing operational risks. Spero explained that modern detection requires nuanced probability modeling rather than simple filters, given the rapid sophistication of generative models. Startups like Pangram are developing multi-modal detection architectures to help enterprises maintain verification standards, prevent automated fraud, and preserve digital trust across enterprise workflows flooded with AI-created material.