Manufacturing’s AI Future Will Be Decided At The Gemba
Manufacturing's AI story isn't being written in the boardroom—it's being decided on the factory floor.
Why it matters
As vendors focus AI copilots on knowledge workers, manufacturers are discovering that real ROI and competitive advantage will come from deploying AI at the gemba (point of production), where physical work and decisions directly impact output, quality, and margins.
The key facts
8 to knowArticle argues manufacturing AI discourse has fixated on LLM copilots for engineers and planners
Gemba (point of production/factory floor) identified as overlooked but critical deployment site
Implies contrast between knowledge-worker AI (current focus) and operational/production-floor AI (future opportunity)
Published by Forrester—analyst perspective, not breaking product/funding news
Article challenges prevailing narrative: most AI-in-manufacturing discussion centered on LLM copilots for engineers and planners
Gemba-focused AI deployment represents underexplored category in manufacturing sector
Implies gap between knowledge-worker AI tools (documents, Q&A, content) and shop-floor operational AI
Forrester analyst perspective on industry transformation and deployment strategy
Go to the source
Forrester Blogforrester.com
Publisher excerpt: Like us, you’ve probably noticed that over the past two years, most discussions about AI in manufacturing have focused on what LLMs can do for engineers, planners, and other knowledge workers. Vendors have showcased copilots that summarize documents, answer questions, and generate content. Those…