WorkSeptember 7, 2026via Forrester Blog
Manufacturing’s AI Future Will Be Decided At The Gemba
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.
Key signals
- Article 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
The hook
Manufacturing's AI story isn't being written in the boardroom—it's being decided on the factory floor.
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 cap…