DATTS

Dattaraj Vijendra Sandur

Practical thinking for leaders building better operating systems.

Notes on AI-driven manufacturing software, decision-centric supply chains, operations transformation, and professional learning systems, written from long experience inside complex delivery environments.

Dattaraj Vijendra Sandur

Latest articles from the field.

Fresh notes on AI, manufacturing systems, decision quality, and transformation work.

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Latest articleThe Decision-Centric Supply Chain: Why AI Should Optimize Decisions, Not Dashboards
AIM-Square

The Decision-Centric Supply Chain: Why AI Should Optimize Decisions, Not Dashboards

Discover how manufacturing leaders can use AI to improve supply-chain decisions, reduce decision latency, and turn planner expertise into measurable operational learning.

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Journey-Based Product Teams: Why Org Charts Fail Customers
Project Pulse AI

Journey-Based Product Teams: Why Org Charts Fail Customers

Organizations built around internal functions ship working systems that still fail customers, because nobody owns the journey between the systems. This piece argues for cross-functional, journey-owning product teams accountable for outcomes, not deliverables, and lays out a practical way to get there.

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The Project That Never Ends
Project Pulse AI

The Death of the "IT Project" - Governance and Funding for Programmes That Never Close

Programmes are now continuous product/platform journeys. What does governance look like when there's no end date? Funding models (project-based vs. persistent teams) are being rethought too.

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Industrial control room and plant cutaway
Project Pulse AI

The Governance Compact: Why Information Integrity Is the Load-Bearing Wall of Every Large Programme

A ten-part series, from the PM's quiet instinct to select Green, to the cascade nobody saw coming, to the view from the other side of the table, and what it actually takes to build a programme where honest information flows by design and not by heroics.

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Partners in progress- a corporate handshake
Project Pulse AI

The Longer Game - and Why Reputation Is the Only Governance Asset That Compounds

On why programme management credibility is built in years and lost in meetings, why the most experienced committee members have learned to dread the smooth review, and what it looks like when a programme and its governance structure are actually working as they were designed to work.

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