Everything on Competitive Strategy & IP Development

Defensible AI SaaS businesses treat foundation models as commodities, building proprietary value in pre-processing, post-processing, and vertical-specific workflow integration.

Impact: Decoupling from base model dependency protects against big tech disruption and creates sustainable, high-margin software moats.

— from Enterprise AI: Solving Hallucinations for Production-Ready Systems · AI FIRST Podcast· May 15, 2026