BONUS: Purpose-Built AI for Manufacturing: How AI Agents Are Transforming Workflows on the Factory Floor with Apprentice CEO Angelo Stracquatanio

BONUS: Purpose-Built AI for Manufacturing: How AI Agents Are Transforming Workflows on the Factory Floor with Apprentice CEO Angelo Stracquatanio

Author: Chris Luecke May 1, 2026 Duration: 45:56

General-purpose AI can answer almost anything, but that flexibility becomes a liability on the factory floor.

In this bonus episode, Chris sits down with Angelo Stracquatanio, CEO of Apprentice, a purpose-built AI company for manufacturers and the creator of A1: The AI Agent for Manufacturing Teams.

Angelo has spent 12 years building software for the people on the shop floor, starting in the pharma manufacturing suites where a 200-page paper binder sparked the idea for the company.

The conversation covers the origin story of Apprentice, the ‘Predict and Prepare’ framework behind its biggest pivots (including the COVID response that helped produce 300 million vaccine doses), and what it looks like to become AI-native as a business. Angelo also tells the story behind A1, the AI Agent for Manufacturing Teams.

This episode's for any manufacturer trying to separate AI hype from AI that can be trusted in production.

In this episode, find out:

  1. Why Angelo named the company ‘Apprentice’ 12 years ago and why the meaning has only become more relevant in the AI era
  2. How the product evolved from AR headsets and Google Glass into a full ISA 95 manufacturing stack
  3. Why stacking AI inside a single manufacturing system traps it behind four walls, and what a new layer above the stack can do differently
  4. Angelo’s personal path from writing every line of code himself to CEO leading the company through multiple pivots
  5. The ‘Predict and Prepare’ framework behind the team’s COVID response, and how it has guided four or five major business moves
  6. What Angelo has learned over 12 years about building a leadership team around complementary weaknesses
  7. Why a custom-trained model and a constrained workflow engine are what give manufacturing AI the precision and trust it needs for production use

Enjoying the show? Please leave us a review here. Even one sentence helps. It’s feedback from Manufacturing All-Stars like you that keeps us going!

Tweetable Quotes:

  1. “In manufacturing in particular, humans still need to be the driving force. And AI is just a tool to help support them.”
  2. “The hardest thing that I had to learn was not software. It wasn’t even the entrepreneurship or the CEO stuff. It was building trust and credibility with our customers.”
  3. “If we’re gonna use AI in manufacturing, it’s gotta be precise. Otherwise, no one’s gonna trust this thing.”

Links & mentions:

  1. Apprentice, a purpose-built AI company for manufacturers and the creators of A1: The AI Agent for Manufacturing Teams
  2. Laico’s, long-running, brick-lined nook offering an array of Italian cuisine, cocktails, and wine in Jersey City, NJ

Make sure to visit http://manufacturinghappyhour.com for detailed show notes and a full list of resources mentioned in this episode. Stay Innovative, Stay Thirsty.


There’s a lot of noise out there about the future of making things, but what does it actually take to build a thriving career or a resilient business on the factory floor? That’s the conversation you’ll find on Manufacturing Happy Hour. Hosted by Chris Luecke, this podcast sidesteps the hype to deliver honest, practical talks with makers, founders, and leaders who are genuinely moving the industry forward. Each episode feels like a candid discussion after hours, where guests break down the real-world application of new technologies and share the unvarnished strategies that worked for them. You’ll hear stories not just about success, but about the lessons learned from setbacks, offering a well-rounded look at modern manufacturing. Whether you're looking to sharpen your technical skills, navigate a career shift, or find smarter ways to run your operation, this series provides actionable insights without the jargon. It’s a resource built on the understanding that progress happens through shared knowledge and straightforward advice. Tune in for a regular dose of clarity and connection from the heart of the industry.
Author: Language: English Episodes: 100

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