SYNTHESIS
Turning raw operational data into strategic boardroom intelligence.
Why Most Industrial AI Pilots Fail to Scale
The gap between a proof-of-concept and production value is widened by data infrastructure, not algorithm choice. Discover the 5 barriers to industrial scale.
The Physics of Yield: Why Generative AI is the Wrong Tool for Factory Tuning
An argument for physical, first-principles modeling over large language models in high-precision manufacturing. Why LLMs fail in the face of thermodynamic reality.
The PLC Modernization Trap: Why Replacing Legacy Hardware Isn't a Strategy
Analyzing the hidden technical debt in 1-for-1 controller replacements and the case for a unified data layer in modern automation.
From Capex to MaaS: The OEM’s Guide to Recurring Revenue Transformation
The mechanical engineering and digital infrastructure required to successfully pivot from selling iron to selling outcome-based contracts.
The EV Battery Yield Crisis: Why Scrap Rates are the Biggest Threat to Global Electrification
A deep dive into the chemistry and process control challenges currently bottlenecking the automotive transition. Why 30% scrap rates are unacceptable.