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AI & Automation

From Software to Agents: What the Next Leap in Metalworking Looks Like
Metalworking is entering a new era — not just smarter software, but agentic systems that capture specialist knowledge and scale expert judgment across the business. A CEO's perspective on why this shift matters and what it means for the industry.
AI & Automation

The Smart Factory Signal: It’s Not Token Burn, It’s Where the Tokens Burn
Token burn alone is not a reliable signal of AI maturity. What truly matters is where tokens are being consumed — in transformation programs or in the daily operations of the factory itself. A framework for distinguishing AI ambition from real operational intelligence.
