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Home » Building an Adaptive Planning and Optimization Strategy in Turbulent Times
SUPPLY CHAIN PLANNING & OPTIMIZATION

Building an Adaptive Planning and Optimization Strategy in Turbulent Times

A BREATHTAKING IMAGE OF A HUGE DARK CLOUD FRONT SENDING RAIN AND LIGHTNING DOWN ONTO A RURAL AREA

Photo: iStock.com/Revolu7ion93

February 2, 2026
Nari Viswanathan, Senior Director of Supply Chain Strategy, Coupa

Coupa-Viswanathan.pngAnalyst Insight: Today’s supply chains are being stretched to their limit in a world consumed by uncertainty. Armed conflict, economic sanctions, new regulations, labor unrest, shifting tariff policies and other geopolitical pressures are making it harder than ever to analyze and improve supply chain efficiency and profitability. Merely surviving this turbulence isn’t enough. Building adaptive supply chain planning and optimization capabilities powered by artificial intelligence allow organizations to leverage this uncertainty as a competitive advantage.

Slowing demand and increasing complexity are putting pressure on supply chain planning and optimization efforts around the world. The volatility from shifting tariffs is making cost modelling less predictable for buyers while retailers are front-loading imports, distorting the normal cadence of trade. All of this makes accurate forecasting of demand and cost much harder. And, the loopholes that previously allowed organizations to get around tariff uncertainty — such as transshipment and bonded warehousing — are being shut down.

As a result, planning and optimization teams must now embed tariff scenario analysis directly into their models, including origin shift, multi-sourcing, redistribution and “what-if tariff rollback” capabilities. Sourcing decisions drive direct profit and loss risk, yet many systems don’t fully capture landed cost and future tariff exposure. If that wasn’t enough, inventory strategy has gotten more complex. High margin escape raises the risk of excess if demand flattens and delaying purchasing may cause costs to jump, shifting lead-time, buffer and SKU-mix tradeoffs.

Fortunately, modern supply chains have been built with resilience in mind, using operational agility to absorb the challenges created by geopolitical uncertainty. But merely surviving supply chain turmoil isn’t enough these days. Organizations have an opportunity to use this volatility to their advantage, evolving their supply chain planning and optimization through adaptive decisioning to make advantageous decisions quickly and in the moment. 

AI-powered, high-frequency stock trading is real-time, but building a retirement portfolio, stress testing asset allocations and simulating 30-year scenarios is strategic. Supply chain planning and optimization can also benefit from adaptive decision making by analyzing the risks and rewards of various tariff scenarios where gaming out every possible option allows organizations to make quick decisions that lead to operational efficiencies and reduced spending.

For example, a global food manufacturer that operates production facilities in multiple countries is likely heavily dependent on import and export business, so tariffs on raw materials and finished goods have a big impact on their profitability. An adaptive supply chain strategy powered by AI can help address those risks, creating a resilient and flexible operational structure that optimally balances cost, service and sustainability as trade policies change. The manufacturer can perform sensitive analysis and proactive modeling to simulate the impact of tariff changes on its supply chain, enabling adjustments early in the process as a way to keep costs under control and even benefit from the volatility.

Resource Link: https://www.coupa.com

Outlook: Modern supply chains are a case study in resiliency. Even the most volatile tariff policies in recent years haven’t broken global trade routes. Yet, organizations can go one step further and use AI-powered supply chain planning and optimization solutions to take advantage of the volatility. Game-planning hundreds of scenarios prepares these organizations for anything that comes their way, allowing them to make critical decisions quickly and in the moment, and affording a tremendous advantage in a highly competitive marketplace.

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