From reactive surveillance to operational video intelligence
A practical view of how edge AI, context and disciplined alert design can make existing camera estates more useful.
Full article in editorial review
SmartHelix insights
Useful thinking for complex technology decisions.
Practical perspectives shaped by architecture, operations and the conditions in which technology must create value.
A practical roadmap for edge AI in South African operations
Start with constraints, evidence and operating outcomes before selecting models, accelerators or platforms.
Full article in editorial review
Connected estate operations without more fragmentation
How role design, workflow boundaries and shared operational data create a more coherent estate experience.
Full article in editorial review