Blog
Notes on advanced process control.
Operator trust, explainable AI, and what actually moves the needle on APC uptime — from the team running these projects.
15 Years of Alpha Process Control: 200 Projects, 24 Countries, One Standard
In fifteen years, Alpha Process Control has delivered 200+ APC projects across 24 countries. Here is what those numbers mean — and what comes next.
THE MISSING MIDDLE: Contextual Reasoning for Industrial Operations
Industrial AI has strong data and optimization layers — but lacks contextual reasoning. Discover the Missing Middle Framework for smarter decisions.
WHY OPTIMIZATION ALONE ISN'T ENOUGH
Industrial AI optimization improves performance — but it doesn't reconcile operational context. Discover why optimization alone isn't enough.
The Data Foundation Trap: When Insights Don't Drive Decisions
Industrial AI investments are rising — but decision speed isn't. Discover why data alone isn't enough and what's missing in refinery operations.
From Singapore to Cannes: What We Learned at Asia Downstream 2025
Asia Downstream 2025 recap — why trust, transparency, and explainability define the next generation of Advanced Process Control.
From Theory to Reality: Conversational APC Is Here
From theory to reality: ChatAPC, the explainable control-room copilot, turns process data into dialogue operators can trust and understand.
Breaking Down the Black Box: When AI Explains Itself
In process industries, AI often fails not because it's wrong—but because it can't explain itself. Learn how explainable AI bridges the gap between algorithms and operator trust
From Data Overload to Operational Insight
Dashboards don't decide—operators do. Turn data into guidance with one-screen triage (why now, limits, next step) for faster decisions and higher APC usage
Beyond the Algorithm: Why People Decide APC's Fate
APC fails when it ignores planning, maintenance, and safety. Connect controllers to context to reduce overrides, minimize downtime, and protect ROI.
Why APC Underperforms - in Practice
Why 30–50% of APC sits idle—trust gaps, "black box" logic and turnover drain throughput and energy. Practical fixes to lift online time, efficiency and ROI