#three-layers

3 posts

  1. 01 AI for customers: ship the boring capability first The first layer of enterprise AI is customer-facing product. Most companies get it backwards by shipping a chatbot before removing a single point of friction.
  2. 02 AI for employees: shadow AI is a demand signal, not a crime wave The second layer of enterprise AI is workforce enablement. The companies that win it treat unsanctioned AI use as product feedback for the internal platform.
  3. 03 AI as the engineering factory: copilots are stage one, not the strategy The third layer of enterprise AI redesigns how software gets built. A maturity model for going from individual assistants to an agentic delivery system.