No Priors: Artificial Intelligence | Technology | Startups

From SaaS to AI-First: How Companies Are Reshaping Innovation

443 snips
Feb 19, 2026
A fast-paced take on how AI is upending traditional SaaS models and sales approaches. They probe whether startups or enterprises adapt faster and what change management and engineering attention costs look like. Conversation covers risks from mass-generated code, where inference and energy use happen, and how big tech dominance reshapes market caps and startup strategy.
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SaaS Fear Is Over-Extrapolation

  • The current "SaaSpocalypse" narrative over-extrapolates small startup behavior to large enterprises.
  • Many durable SaaS businesses (e.g., Samsara) are unlikely to be replaced by quick internal "vibe-coding."

Change Management Is The Real Bottleneck

  • Production-level change management, security, and scale remain major barriers to internal replacements.
  • Engineers who dislike change management won't rebuild enterprise workflows despite better coding tools.

Engineer Reactions Will Vary Widely

  • Engineers will react differently: some lose joy as tooling commoditizes craftsmanship while others gain productivity.
  • Identity and enjoyability, not just skill, shape career reactions to AI tooling shifts.
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