An AI moat is durable competitive advantage in a market where raw model capability commoditizes quarterly. The recognized moats of 2026: proprietary data and fe
Durable advantages that survive quarterly model commoditization: proprietary data and feedback flywheels, deep workflow integration, regulatory and compliance depth, distribution ownership, and network effects, with brand-level trust emerging as a sixth.
Access to a frontier API, a clever prompt, or being first by a quarter, none are defensible, because competitors can obtain the same model access and copy prompts. Moat analysis is now the central question in AI product strategy and investment diligence.