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Applied AI, decision cycles and real operations.

Practical ideas on AI, automation and operations for B2B and industrial companies that want to close cycles — not collect proofs of concept.

AI in manufacturingIndustrial AI

AI in manufacturing: from PoC to real operation

Testing AI is now trivial. Getting AI to close a real decision cycle, inside your ERP and your routine, is still the hard part. Here is why, and how to cross the gap.

June 25, 2026 · 5 min read

AI GovernanceAutomation

AI automation with human oversight in B2B operations

The goal of AI automation isn't to remove people. It's to remove the invisible work that stops the operation from moving — while keeping human approval where the risk lives.

June 18, 2026 · 5 min read

Decision cyclesOperations

Operational decision cycles: how to close them

Every company is a network of decision cycles. Most stay open, waiting on approval, data or follow-up. See where each one breaks and which to close first.

June 11, 2026 · 6 min read

Applied AIOperations

Why AI Projects Fail — and How to Avoid It

Most AI projects die because they start with the tool, the model or the dashboard — not the decision cycle they should close. How to flip that.

June 04, 2026 · 6 min read