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.
Rethinking 'Customer is King' in Project Management
Discover how collaborative project management transforms AI-driven customer relationships and fosters effective partnerships in projects. Learn more today!
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Nobody Gets a Bonus for Clean Data
Why "fix your data first" is bad advice for AI in steel. Forget AI-first vs data-first—start with the business problem and let the feedback loop do the rest.
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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.
Read articleBlog series
Explore every writing stream.
Browse active blog series covering AI-enabled operations, project systems, learning, and leadership.
Lessons for Life
Bits of Life, and Learning, Appreciation for Divinity and Humanity
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