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Insights
A clean library of insight papers from O8 Software, focused on AI supply planning, autonomous supply planning, supply chain planning transformation, and the shift from forecasting to executable supply decisions. For measured outcomes, explore the supply chain planning case studies.
O8 Insight Paper
Why the Old Planning Model Is Breaking Down
How AI and machine learning are replacing the demand-plan-into-MRP-into-supply-plan structure with a more integrated, responsive, and mechanised planning model.
O8 Insight Paper
Why Generic GenAI Fails in Supply Chain
A practical lesson from trying to beat the stock market: generic AI sounds clever but cannot solve complex decision systems. Real supply chain progress comes from focused ML models trained on specific problems.
O8 Insight Paper
AI in Supply Chain Will Be Built From Focused Models, Not Fairy Dust
The future of supply chain AI is not one giant black box. It is a linked system of specialised models, each improving a specific operational decision in a measurable, practical way.
O8 Insight Paper
Self-Serve AI Supply Planning
Why the next breakthrough in supply planning may not start in the enterprise, but with pay-as-you-go services that replace spreadsheet planning for smaller businesses.
O8 Insight Paper
Not All AI Supply Planning Tools Are the Same
Why O8 argues for targeted, easily describable AI solutions rather than a scattergun approach that promises to help everywhere in a generic way.
O8 Insight Paper
Can Planning Become Largely Autonomous? The Real Opportunity and Limits
Planning can become largely autonomous in the sense that much more of its routine work can be intelligently mechanised under defined controls, with humans focused where judgement and accountability matter most.
O8 Insight Paper
Why AI Supply Planning, Not Just Demand Planning, Is the Real Goal
The real commercial opportunity is not simply predicting demand more accurately. It is using intelligence to make better supply decisions and move from recommendation to execution with confidence.