F096: AI in the Fab Shop: From First Steps to Scalable Strategy

Artificial Intelligence has become one of the most requested yet least clearly defined concepts in manufacturing, often used as a catchall for goals such as improved efficiency, reduced manual effort, and scalable operations without increasing headcount. This presentation clarifies the critical distinction between automation and AI, explaining how confusion between the two can lead to missed expectations and stalled improvement efforts. It highlights how automation addresses repeatable, rules-based tasks that consume valuable shopfloor and office capacity, while AI delivers value only after foundational processes are standardized. Through real-world fabrication examples, this session demonstrates that significant gains in throughput, responsiveness, and profitability often result from thoughtfully implemented automation rather than advanced AI. Attendees will gain a practical decision framework to determine when automation is the appropriate solution, when AI may add value, and how establishing strong operational foundations enables sustainable growth, improved scalability, and smarter investment decisions without increasing operational complexity.

Many custom fabricators are turned off by the perceived complexity of Artificial Intelligence, missing out on immediate operational wins while actively avoiding the massive capital risks of enterprise systems. Achieving true digital transformation doesn't require a million-dollar overhaul; it requires a strategic, tiered approach that sequences technology by time-to-value. This presentation will walk attendees through the full AI implementation spectrum, from low-barrier tools you can deploy today to custom agentic systems that autonomously generate quotes and predict maintenance failures. Attendees will walk away with an actionable, step-by-step playbook to generate immediate impact, along with practical examples that effectively bootstrap larger, high-tech automation investments to secure long-term market dominance.