AI-driven manufacturing software and decision-centric operations
Dattaraj Vijendra Sandur
Department manager and manufacturing software leader with 26+ years of experience helping complex operations move from reactive execution to clearer, accountable decisions.
26+ years
Manufacturing software experience
Department manager
PSI India - South
Decision-centric
Supply chain and operations
Applied AI
Manufacturing and EdTech
What this site explores
Practical thinking for leaders building better operating systems.
Decision quality
How leaders can treat decisions as first-class operating assets, not afterthoughts hidden inside reports.
AI-enabled manufacturing
Where AI can help manufacturing teams sense weak signals, expose trade-offs, and reduce decision latency.
Supply chain transformation
Practical notes on moving complex operations from reactive firefighting to accountable, value-based action.
EdTech and learning
Reflections on learning systems, capability building, and how technology can improve professional judgment.
Latest articles
Latest articles from the field.
Fresh notes on AI, manufacturing systems, decision quality, and transformation work.
I built a clinical tool with AI. Now I'm seeing the steel mill in everything.
Building Software in a Domain You Don't Know. A developer built a clinical tool with AI as thinking partner, not auto-complete. Here's what worked, what didn't, and how the pattern transfers to industrial software.
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The Failures of Traditional Project Management Methods
Discover why traditional project management failures hinder adaptation. Explore agile project management benefits and challenges of project management transition.
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Accelerating Steel Innovation with AI: Strategies for Success
AI is transforming the steel industry by improving efficiency, quality, and decision-making, but successful adoption requires more than technology alone. Strong executive sponsorship, effective change management, workforce upskilling, and continuous performance measurement are essential to turning AI initiatives into lasting business value.
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Integrating AI into Supply Chain Workflows in Steel Manufacturing
Integrating AI can lead to significant improvements in legacy supply chain systems, making them more efficient and responsive to market demands.
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AI-Driven Enterprise Physiology Model
A practical view of how AI can help manufacturing enterprises read signals, reason across functions, and act earlier.
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Explore every writing stream.
Browse active blog series covering AI-enabled operations, project systems, learning, and leadership.
Project Pulse AI
Explore how artificial intelligence is transforming project management, enterprise systems, leadership, and operations into intelligent, adaptive, and human-centered ecosystems
AIM-Square
Vision for AI/ML enabled decision-making in Manufacturing industry