I’d say the moat is less about the model itself and more about the technical depth behind it AI apps are heavily dependent on APIs, automation workflows, backend infra security and scaling, VC can get you a working demo, but making those systems reliable in production requires real engineering depth
September 20, 2026 at 1:00 PM
I’d say the moat is less about the model itself and more about the technical depth behind it AI apps are heavily dependent on APIs, automation workflows, backend infra security and scaling, VC can get you a working demo, but making those systems reliable in production requires real engineering depth
Security + scalability. A vibe-coded app can look insane in a demo, but real traffic, real users, and real security requirements will expose the cracks pretty fast.
September 20, 2026 at 12:55 PM
Security + scalability. A vibe-coded app can look insane in a demo, but real traffic, real users, and real security requirements will expose the cracks pretty fast.