AI-native manufacturing

AI-native manufacturing

From TechFirst with John Koetsier by John Koetsier

April 20, 2026 · 36 min

About this episode

The episode explores the concept of AI-native manufacturing and how it can transform production environments through specialized AI models and event-driven agents.

AI is everywhere ... except the factory. What does AI-native manufacturing look like? Is it possible? Can AI agents help manufacturers produce more product at better quality?And, maybe also enable onshoring or re-shoring?In this episode, host John Koetsier sits down with Apprentice CEO and founder Angelo Stracquatanio to explore what AI-native manufacturing really means, and why traditional AI models fall short in production environments.Instead of chatbots, this new approach uses event-driven AI agents that respond to real-time manufacturing signals: alarms, equipment data, quality issues, and more. The result? Faster troubleshooting, reduced costs, and entirely new levels of automation.Angelo breaks down how their system combines:* Specialized AI models trained on real manufacturing data* Role-specific agents (for operators, quality teams, engineers, and leadership)* Workflow automation that goes far beyond simple promptsThey also dive into:* Why general-purpose AI struggles in manufacturing* How to eliminate hallucinations with guardrails and workflows* Real-world ROI: faster investigations, lower cost of goods, improved throughput* The future of adaptive factories and…

People in this episode

Host: John Koetsier

Guest: Angelo Stracquatanio

Topics covered

  • AI-native manufacturing
  • event-driven AI
  • automation
  • manufacturing technology

Keywords

  • manufacturing
  • AI agents
  • automation
  • quality control
  • cost reduction

Sponsors

Apprentice

Mentioned in this episode

Products: Apprentice

Books & works: Apprentice

More episodes of TechFirst with John Koetsier

Explore listener stats, chart rankings, contacts and more on the TechFirst with John Koetsier podcast page.