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.
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3 Quick Things from this Episode
- Purpose-built AI in manufacturing starts with a custom-trained model, not a general one. Apprentice 4.1 was fine-tuned on 12 years of in-house expertise and reinforced by manufacturing domain experts. That is what allows outputs to be specific, compliance-aware, and useful on the shop floor rather than generic answers dressed up in manufacturing language.
- A1 does not replace an MES or ERP. It sits above every layer of the ISA 95 stack as a new level, connecting them so one agent can reason across ERP data, MES runs, control-system readings, and IoT events at the same time. That cross-system visibility is what teams have been missing from AI trapped inside a single tool.
- Trust is the real blocker to AI adoption in manufacturing. It took Apprentice over a decade to earn the right to run critical processes on its software, and the same gravity applies to any new AI tool. That is why A1’s free tier is unrestricted and permanent. People need to prove it to themselves before they will believe anyone else.
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Tweetable Quotes
- “In manufacturing in particular, humans still need to be the driving force. And AI is just a tool to help support them.”
- “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.”
- “If we’re gonna use AI in manufacturing, it’s gotta be precise. Otherwise, no one’s gonna trust this thing.”
Please Scroll Down for Recommended Resources from this Episode
Do you want to connect with other leaders that are moving the needle in manufacturing everyday? Then make sure to join us in the Manufacturing Happy Hour Industry Community on LinkedIn.
MRPEasy is the AI-powered MRP software for small manufacturers, ideal for companies with 10 to 200 employees. It’s a seriously powerful yet easy-to-use manufacturing software that gives you everything you need to manage your manufacturing and distribution.
MaintainX recognizes that 80% of the workforce – primarily technicians – aren’t sitting at a desk but out managing equipment and facilities. Their maintenance and asset management platform empowers these professionals by keeping equipment running through preventive maintenance, facilitating quick repair insights, and streamlining safety and compliance.
What We Discuss with Angelo
- Why Angelo named the company ‘Apprentice’ 12 years ago and why the meaning has only become more relevant in the AI era
- How the product evolved from AR headsets and Google Glass into a full ISA 95 manufacturing stack
- Why stacking AI inside a single manufacturing system traps it behind four walls, and what a new layer above the stack can do differently
- Angelo’s personal path from writing every line of code himself to CEO leading the company through multiple pivots
- The ‘Predict and Prepare’ framework behind the team’s COVID response, and how it has guided four or five major business moves
- What Angelo has learned over 12 years about building a leadership team around complementary weaknesses
- Why a custom-trained model and a constrained workflow engine are what give manufacturing AI the precision and trust it needs for production use
Recommended Resources
- Apprentice, a purpose-built AI company for manufacturers and the creators of A1: The AI Agent for Manufacturing Teams
- Laico’s, long-running, brick-lined nook offering an array of Italian cuisine, cocktails, and wine in Jersey City, NJ
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