The Limits of LLMs: Why Context, Not Models, Determines Success by Mo Sarwat | July 8, 2026 Earlier this year, a wave of new AI coding capabilities crystallized a shift that had been building for months: LLMs began to look capable of replacing – not just augmenting – enterprise software. The idea that AI could “eat” SaaS moved from speculation to something closer to inevitability, sparking what many dubbed the “SaaSpocalypse.” However, we’re not there yet.