O8 Insight Paper

Handling Major Disruption with Organic Planner

Founder viewpoint7 min read2026-05-28

Why emergency spreadsheets are not a resilience strategy. Major supply chain disruption is becoming part of the operating environment, and AI-driven planning should be exactly where it matters most.

  • Major disruption is no longer rare — COVID and the current oil and Middle East crisis show that emergency spreadsheet planning is not resilience, it is firefighting.
  • Organic Planner is designed to learn the operating environment, understand the decision space, and re-plan when reality changes — producing the best available compromise quickly.
  • The real advantage is systematic search across a far larger set of possibilities than a human team can process manually — a million planners, not one heroic planner.

Major supply chain disruption is no longer rare. COVID exposed how quickly normal planning assumptions can collapse. The current oil and Middle East crisis is doing the same again, with energy prices, trade routes, lead times, input costs and supplier reliability all moving at once. The IMF has identified energy prices, supply chains and financial markets as major transmission channels from the current Middle East conflict, while the IEA has reported major oil supply disruption linked to reduced Middle East flows. Events like this are becoming part of the operating environment, not once-in-a-generation exceptions.

That raises an important question for AI-driven planning: What happens when there is a real disruption?

In many organisations, the answer is still depressingly familiar. When the supply chain behaves normally, the planning system is used. When something major happens, people pull out a spreadsheet. That is understandable. A major disruption can make existing rules feel obsolete. Capacity changes. Suppliers fail. Lead times move. Transport costs spike. Demand shifts. Inventory positions suddenly matter more than forecasts. The business needs a fast answer, and the planner reaches for the most flexible tool available. But flexibility is not the same as quality.

Emergency spreadsheet planning usually means a small number of overstretched people trying to rebuild the supply chain logic manually under pressure. They are forced to consider demand, inventory, supplier performance, transport availability, production capacity, service impact and commercial priorities all at once. That is not resilience. That is firefighting.

The purpose of Organic Planner is not to pretend disruption can be predicted perfectly. It cannot. The purpose is to create a planning model that has been trained to become the best planner for a particular environment. That distinction matters. A static rules-based system will drift as exceptions, events, supplier performance and capacity change. Organic Planner is designed differently. It learns the operating environment, understands the available decision space, and can re-plan when reality changes.

Normal disruption can be allowed for in time where it is visible. Where it is not visible, the best defence is the right inventory approach: enough protection in the right places, without simply adding stock everywhere. Major disruption is different. In that case, the aim is not perfection. It is to consider all the available factors and produce the best available compromise quickly.

The target is not perfect. It is better than the alternative. This is an important point. AI does not need to produce a perfect answer to create value. In major disruption, a perfect answer may not exist. The question is whether the system can produce a better answer, faster, than a handful of humans building an emergency spreadsheet from scratch. That is a much lower and more realistic bar.

When capacity changes, the model can treat changed capacity as a new operating constraint. When supplier performance deteriorates, the model can consider that deterioration. When transport becomes restricted or expensive, the model can include that reality in the compromise. When service risk increases, the model can weigh that against inventory, cost and available supply. The output may not be perfect. But the same is true of human emergency planning. The difference is that Organic Planner can search through far more possible answers than a human team can process manually.

In a major disruption, the real advantage is not that the machine is magically clever. The advantage is that it can examine a much wider decision space. A human planner can test a few options. An emergency team can build a few scenarios. A mechanised planning model can search across a far larger set of possibilities and identify the best available compromise under the current constraints. That is the equivalent of having a million planners working on the problem at once. Not emotionally. Not politically. Not with panic. But systematically.

This matters because major disruption creates too many moving parts for manual planning to handle well. The planner becomes the bottleneck precisely when the business needs more speed, more consistency and more capacity to evaluate trade-offs.

COVID showed how fragile sequential, manual planning can be when demand shifts, supply breaks and logistics capacity becomes unreliable. Businesses that depended on monthly plans, spreadsheet adjustments and manual intervention found themselves constantly behind the event. The current oil and Middle East crisis creates a different but related problem. Energy prices, shipping routes, supplier reliability, petrochemical inputs, fertilisers, transport costs and lead times can all change rapidly. The planning challenge is not simply to forecast demand. It is to decide what to do when the operating environment itself has changed. In both cases, the same lesson applies. Planning resilience is not just about having more meetings, more spreadsheets or more manual intervention. It is about having a system that can re-plan quickly when assumptions break.

The hardest barrier may not be technical. It may be psychological. Supply chain organisations often have a deep love of firefighting. In a crisis, people trust the heroic planner, the emergency spreadsheet, the meeting room, and the manual workaround. Firefighting feels active. It feels responsible. It gives people the sensation of control. But it is often a poor way to make decisions. Major disruption does not need more heroics. It needs faster evaluation of trade-offs, better compromise decisions, and the discipline to let the planning system do what it has been trained to do. That does not mean removing human judgment entirely. In extreme disruption, humans still need to set priorities, decide acceptable risk, and make strategic choices. But humans should not have to manually rebuild the plan line by line when the machine can evaluate far more options.

The new model is not rules-based planning that drifts as reality changes. It is not monthly planning followed by emergency spreadsheets. And it is not a black box pretending disruption can be made simple. The new model is mechanised planning that can learn the operating environment, understand normal disruption patterns, protect the business through better inventory positioning, re-plan when capacity, supply or transport assumptions change, evaluate trade-offs across service, cost, inventory and feasibility, produce the best available compromise quickly, and reduce reliance on overstretched human firefighting. That is what resilience needs to look like in a world where disruption is becoming more common.

Major disruption will never be easy. COVID was not easy. The current oil and Middle East crisis is not easy. The next disruption will not be easy either. But the answer cannot be to keep falling back on emergency spreadsheets every time reality changes. Organic Planner is designed for a different operating model: one where the system is trained to understand the environment, evaluate the available options, and produce the best compromise faster than a small human team can do manually. Not perfect. But practical, fast, systematic and scalable. In a disrupted world, that may be the difference between firefighting and resilience.

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