https://www.areteinc.com/blog Advanced planning and scheduling software solutions for supply chain optimization. Delivering demand planning, supply planning, and production scheduling for beverage and manufacturing companies worldwide. en-us Tue, 11 Aug 2026 12:00:00 GMT https://www.areteinc.com/blog/agentic-ai-has-a-nervousness-problem https://www.areteinc.com/blog/agentic-ai-has-a-nervousness-problem Tue, 11 Aug 2026 12:00:00 GMT Before you let an AI agent re-plan your production schedule autonomously, revisit the oldest problem in MRP: system nervousness. Time fences, firm planned orders, and exception thresholds are the same governance playbook agentic AI needs now. JR Humphrey Technology and Innovation Demand Planning Supply Planning Supply Chain Optimization Production Planning Machine Learning Operational Efficiency Governance https://www.areteinc.com/blog/the-case-for-smarter-warehouse-slotting https://www.areteinc.com/blog/the-case-for-smarter-warehouse-slotting Tue, 28 Jul 2026 12:00:00 GMT Where products sit in the warehouse shapes labor cost, damage rates, and pick accuracy. What effective slotting looks like in practice, the metrics that prove whether it worked, and how to keep the program from decaying after the initial optimization. JR Humphrey Supply Chain Management Inventory Management Warehouse Slotting Operational Efficiency Supply Chain Optimization Inventory Accuracy Inventory Loss Prevention https://www.areteinc.com/blog/putting-it-all-together-building-your-inventory-metrics-dashboard https://www.areteinc.com/blog/putting-it-all-together-building-your-inventory-metrics-dashboard Mon, 06 Jul 2026 12:00:00 GMT The capstone of the inventory metrics series: how to pull turnover, GMROI, fill rate, shrinkage, and the rest into one dashboard people actually use. Metric hierarchy, exception alerts, ownership, baselines, data integration, and a sample scorecard. JR Humphrey Supply Chain Management Inventory Management Inventory Metrics Inventory Dashboard Supply Chain Optimization Performance Measurement Operational Efficiency Data Visualization https://www.areteinc.com/blog/the-leadership-agenda https://www.areteinc.com/blog/the-leadership-agenda Mon, 22 Jun 2026 12:00:00 GMT Post 4 of The Modern Demand Planning Playbook turns from technology to the organization itself: the process discipline, measurement frameworks, and data investment that determine whether modern demand planning actually delivers, and why the best planning functions are decision-centric, not forecast-centric. JR Humphrey Strategy and Best Practices Demand Planning Demand Forecasting Forecast Accuracy Forecast Bias Forecast Value Added S&OP Supply Chain Strategy Decision Quality Data Quality https://www.areteinc.com/blog/what-ai-powered-actually-means-in-demand-planning https://www.areteinc.com/blog/what-ai-powered-actually-means-in-demand-planning Thu, 11 Jun 2026 12:00:00 GMT Post 3 of The Modern Demand Planning Playbook cuts through the AI buzzwords. Learn how model competition, auto-weighting, and external variables make machine learning genuinely useful in demand planning, and the governance questions leaders should ask. JR Humphrey Strategy and Best Practices Demand Planning Demand Forecasting Forecast Accuracy S&OP Supply Chain Strategy Artificial Intelligence Machine Learning Predictive Analytics Statistical Forecasting https://www.areteinc.com/blog/collaborative-planning-done-right https://www.areteinc.com/blog/collaborative-planning-done-right Wed, 27 May 2026 12:00:00 GMT Post 2 of The Modern Demand Planning Playbook reframes collaborative planning as an intelligence-gathering process. Learn how the step process model, Forecast Value Added, and promotional intelligence turn consensus forecasting into a decision-quality discipline. JR Humphrey Strategy and Best Practices Demand Planning Demand Forecasting Forecast Accuracy S&OP Collaborative Planning Consensus Forecasting Forecast Value Added Promotional Planning Supply Chain Strategy https://www.areteinc.com/blog/the-planning-hierarchy-problem https://www.areteinc.com/blog/the-planning-hierarchy-problem Wed, 13 May 2026 12:00:00 GMT Kick off The Modern Demand Planning Playbook with a look at why most forecast failures are structural, not statistical. Learn how planning hierarchy, dynamic aggregation, and combination lifecycle management determine whether a forecast can actually be acted on. JR Humphrey Supply Chain Management Demand Planning Forecasting Planning Hierarchy Dynamic Aggregation Supply Chain Planning Modern Demand Planning Playbook https://www.areteinc.com/blog/loss-prevention-metrics-and-implementation-excellence https://www.areteinc.com/blog/loss-prevention-metrics-and-implementation-excellence Fri, 24 Apr 2026 12:00:00 GMT Close out the inventory metrics series with a deep dive into shrinkage, damaged goods, cycle count accuracy, and obsolescence metrics, plus the implementation best practices that turn a measurement framework into continuous improvement. JR Humphrey Supply Chain Management Inventory Metrics Shrinkage Rate Damaged Goods Rate Cycle Count Accuracy Obsolescence Rate Inventory Control Continuous Improvement https://www.areteinc.com/blog/demand-planning-and-strategic-classification-metrics https://www.areteinc.com/blog/demand-planning-and-strategic-classification-metrics Thu, 02 Apr 2026 12:00:00 GMT Learn how strategic classification metrics like ABC analysis, service level, and weeks of supply enable organizations to segment inventory intelligently and apply appropriate management strategies based on value, demand patterns, and strategic importance. JR Humphrey Supply Chain Management Demand Planning ABC Analysis Inventory Optimization Supply Chain Metrics Safety Stock Service Level https://www.areteinc.com/blog/operational-efficiency-metrics-driving-customer-satisfaction https://www.areteinc.com/blog/operational-efficiency-metrics-driving-customer-satisfaction Tue, 10 Mar 2026 12:00:00 GMT Explore operational efficiency metrics that translate inventory management into tangible customer outcomes. Learn how to measure and optimize order fill rate, backorder rate, perfect order rate, and receiving efficiency to balance inventory investment with service level expectations. JR Humphrey Strategy and Best Practices Inventory Management Operational Efficiency Customer Satisfaction Order Fill Rate Backorder Rate Perfect Order Rate Receiving Efficiency Supply Chain KPIs Warehouse Operations https://www.areteinc.com/blog/financial-and-cost-management-metrics-the-true-cost-of-inventory https://www.areteinc.com/blog/financial-and-cost-management-metrics-the-true-cost-of-inventory Wed, 04 Feb 2026 01:30:00 GMT Discover the true cost of inventory through essential financial metrics including carrying costs, GMROI, inventory-to-sales ratio, and stock-to-sales ratio. Learn how CFOs and supply chain leaders optimize working capital while maintaining service levels. JR Humphrey Strategy and Best Practices Inventory Management Financial Metrics Cost Management GMROI Inventory Carrying Cost Working Capital Supply Chain Finance Inventory Optimization CFO Metrics https://www.areteinc.com/blog/foundational-inventory-metrics-building-your-measurement-framework https://www.areteinc.com/blog/foundational-inventory-metrics-building-your-measurement-framework Wed, 14 Jan 2026 00:30:00 GMT Master the essential inventory metrics that drive supply chain performance. Learn how to measure and optimize raw materials, finished goods, turnover ratios, and inventory accuracy to improve efficiency and reduce costs. JR Humphrey Strategy and Best Practices Inventory Management Supply Chain Metrics KPIs Inventory Optimization Raw Materials Finished Goods Inventory Turnover Days Sales Inventory Inventory Accuracy https://www.areteinc.com/blog/sustainable-practices-environmental-and-utility-measures-for-a-greener-future https://www.areteinc.com/blog/sustainable-practices-environmental-and-utility-measures-for-a-greener-future Tue, 09 Dec 2025 17:00:00 GMT Discover how the beverage industry can reduce environmental impact through sustainable water management, waste reduction, renewable energy adoption, and operational efficiency measures that benefit both the planet and the bottom line. JR Humphrey Strategy and Best Practices Beverage Industry Sustainability Carbon Emissions Sustainable Manufacturing Green Operations Utility Management Carbon Footprint Environmental Impact Water Management https://www.areteinc.com/blog/taming-variable-relationships-in-modern-demand-planning-models https://www.areteinc.com/blog/taming-variable-relationships-in-modern-demand-planning-models Tue, 18 Nov 2025 16:52:03 GMT In the fast-evolving world of Supply Chain Demand Planning, a shift from traditional statistical models to sophisticated machine learning approaches is now gaining speed. Learn how managing variable relationships and avoiding multicollinearity remains crucial to strong model performance. JR Humphrey Strategy and Best Practices Demand Planning Forecast Accuracy Statistical Modeling Multicollinearity https://www.areteinc.com/blog/is-your-business-ready-for-the-holiday-season https://www.areteinc.com/blog/is-your-business-ready-for-the-holiday-season Thu, 23 Oct 2025 16:00:00 GMT The holiday season is fast approaching, bringing with it significant shifts in consumer demand. Learn how to prepare your supply chain for seasonal demand spikes with AI-driven demand planning tools and proactive inventory planning. Shruti Natal Strategy and Best Practices Holiday Planning Demand Planning Supply Chain Challenges Seasonality Inventory Management S&OP https://www.areteinc.com/blog/inventory-classifications-and-statuses-a-complete-guide https://www.areteinc.com/blog/inventory-classifications-and-statuses-a-complete-guide Mon, 06 Oct 2025 17:24:45 GMT JR Humphrey Strategy and Best Practices Inventory Classification Inventory Management inventory planning Operational Efficiency Safety Stock Supply Chain Metrics Supply Chain Optimization https://www.areteinc.com/blog/optimizing-material-usage-in-beverage-manufacturing-essential-metrics-for-packaging-excellence https://www.areteinc.com/blog/optimizing-material-usage-in-beverage-manufacturing-essential-metrics-for-packaging-excellence Wed, 24 Sep 2025 12:18:24 GMT JR Humphrey Industry Insights Beverage Industry Production Costs Production Metrics Production Planning Quality Management Supply Chain Metrics https://www.areteinc.com/blog/optimizing-ingredient-usage-in-carbonated-beverage-manufacturing-key-metrics-for-operational-excellence https://www.areteinc.com/blog/optimizing-ingredient-usage-in-carbonated-beverage-manufacturing-key-metrics-for-operational-excellence Thu, 04 Sep 2025 12:07:01 GMT JR Humphrey Industry Insights Beverage Industry Production Costs Production Metrics Production Planning Quality Management Supply Chain Metrics https://www.areteinc.com/blog/challenges-and-rewards-of-alcbev-industry https://www.areteinc.com/blog/challenges-and-rewards-of-alcbev-industry Fri, 08 Aug 2025 15:29:53 GMT JR Humphrey Industry Insights alcohol business challenges alcoholic beverage industry consumer trends https://www.areteinc.com/blog/wape-vs-mape-for-forecast-accuracy-reporting https://www.areteinc.com/blog/wape-vs-mape-for-forecast-accuracy-reporting Fri, 25 Jul 2025 13:58:59 GMT JR Humphrey Supply Chain Management Demand Planning demand planning accuracy metrics forecast accuracy forecast error measurement inventory planning https://www.areteinc.com/blog/what-is-sop-and-how-has-it-evolved https://www.areteinc.com/blog/what-is-sop-and-how-has-it-evolved Tue, 01 Jul 2025 21:10:03 GMT JR Humphrey Strategy and Best Practices Demand Planning S&OP Supply Chain Challenges Supply Planning https://www.areteinc.com/blog/rainbow-packs-in-manufacturing https://www.areteinc.com/blog/rainbow-packs-in-manufacturing Thu, 12 Jun 2025 20:02:10 GMT JR Humphrey Strategy and Best Practices Inventory Management Product Bundling Production Planning Production Scheduling https://www.areteinc.com/blog/building-a-quality-index-for-beverages-a-comprehensive-guide https://www.areteinc.com/blog/building-a-quality-index-for-beverages-a-comprehensive-guide Thu, 15 May 2025 19:37:18 GMT JR Humphrey Quality Assurance Beer Quality Beverage Industry Kombucha Standards Quality Management value chain Water Quality Wine Quality https://www.areteinc.com/blog/optimization-sales-and-delivery-performance-with-key-metrics https://www.areteinc.com/blog/optimization-sales-and-delivery-performance-with-key-metrics Sat, 05 Apr 2025 15:39:09 GMT JR Humphrey Logistics and Operations Distribution Management Fleet Performance Route Optimization Supply Chain Metrics value chain https://www.areteinc.com/blog/key-distribution-metrics-for-fleet-and-labor-efficiency https://www.areteinc.com/blog/key-distribution-metrics-for-fleet-and-labor-efficiency Fri, 14 Mar 2025 14:11:03 GMT JR Humphrey Logistics and Operations Distribution Management Fleet Performance Fleet Utilization Rate Route Optimization Supply Chain Metrics value chain https://www.areteinc.com/blog/supplier-performance-key-metrics-and-action-plans https://www.areteinc.com/blog/supplier-performance-key-metrics-and-action-plans Fri, 21 Feb 2025 22:57:56 GMT JR Humphrey Supply Chain Management Quality Management Supplier Performance Metrics Supplier Relationship Management (SRM) Supplier Scorecard Supply Chain KPIs value chain https://www.areteinc.com/blog/measures-of-manufacturing-efficiency https://www.areteinc.com/blog/measures-of-manufacturing-efficiency Tue, 04 Feb 2025 11:18:21 GMT JR Humphrey Strategy and Best Practices Effectiveness (OEE) Lean Manufacturing Line Utilization Manufacturing KPIs Operational Efficiency Overall Equipment Production Metrics Production Scheduling value chain https://www.areteinc.com/blog/mastering-costing-measures-a-beverage-industry-insiders-guide https://www.areteinc.com/blog/mastering-costing-measures-a-beverage-industry-insiders-guide Fri, 03 Jan 2025 17:18:20 GMT JR Humphrey Strategy and Best Practices Beverage Industry Customer Service Inventory Management KPIs Production Costs Tactical Replenishment Planning https://www.areteinc.com/blog/from-annual-vision-to-daily-execution-a-guide-to-supply-chain-planning https://www.areteinc.com/blog/from-annual-vision-to-daily-execution-a-guide-to-supply-chain-planning Thu, 12 Dec 2024 20:00:57 GMT JR Humphrey Strategy and Best Practices Beverage Industry Demand Planning Inventory Management Operational Planning Strategic Planning Tactical Planning https://www.areteinc.com/blog/optimizing-beverage-production-lines-exploring-sistering-and-cousining https://www.areteinc.com/blog/optimizing-beverage-production-lines-exploring-sistering-and-cousining Mon, 02 Dec 2024 22:12:57 GMT JR Humphrey Strategy and Best Practices Arete Avail Beverage Industry Supply Chain Optimization Production Planning Production Scheduling Supply Chain Efficiency Supply Planning https://www.areteinc.com/blog/strategies-for-reducing-inventory-key-considerations-by-type-and-process https://www.areteinc.com/blog/strategies-for-reducing-inventory-key-considerations-by-type-and-process Mon, 18 Nov 2024 13:58:52 GMT JR Humphrey Strategy and Best Practices Arete Avail Beverage Industry Inventory Management Non-Alcoholic Beverages Supply Chain Challenges Supply Planning https://www.areteinc.com/blog/inventory-fundamentals-understanding-four-essential-types https://www.areteinc.com/blog/inventory-fundamentals-understanding-four-essential-types Mon, 04 Nov 2024 12:56:47 GMT JR Humphrey Strategy and Best Practices Arete Avail Beverage Industry Inventory Management Non-Alcoholic Beverages Supply Chain Challenges Supply Planning https://www.areteinc.com/blog/unpacking-the-dual-challenges-product-proliferation-and-operational-realities-in-beverages https://www.areteinc.com/blog/unpacking-the-dual-challenges-product-proliferation-and-operational-realities-in-beverages Fri, 18 Oct 2024 20:46:37 GMT JR Humphrey Strategy and Best Practices Beverage Industry Product Proliferation https://www.areteinc.com/blog/beginning-our-beverage-journey-key-factors-that-differentiate-the-market https://www.areteinc.com/blog/beginning-our-beverage-journey-key-factors-that-differentiate-the-market Fri, 04 Oct 2024 21:03:09 GMT JR Humphrey Strategy and Best Practices Beverage Industry Market Differentiation Non-Alcoholic Beverages Seasonality Supply Chain Challenges Supply Chain Efficiency https://www.areteinc.com/blog/benefits-of-investing-in-effective-advanced-planning-solutions https://www.areteinc.com/blog/benefits-of-investing-in-effective-advanced-planning-solutions Fri, 13 Sep 2024 14:40:08 GMT JR Humphrey Software Solutions Software Features Strategic Planning Supply Chain Efficiency Supply Chain Optimization https://www.areteinc.com/blog/key-customer-service-measures https://www.areteinc.com/blog/key-customer-service-measures Tue, 06 Aug 2024 15:32:22 GMT JR Humphrey Supply Chain Management Inventory Management Supply Chain Optimization https://www.areteinc.com/blog/arete-plans-software-as-a-service-launch-on-the-ionos-cloud https://www.areteinc.com/blog/arete-plans-software-as-a-service-launch-on-the-ionos-cloud Wed, 31 Jul 2024 13:19:57 GMT JR Humphrey Technology and Innovation SaaS Technology Adoption https://www.areteinc.com/blog/top-5-supply-chain-demand-planning-software-for-the-beverage-industry https://www.areteinc.com/blog/top-5-supply-chain-demand-planning-software-for-the-beverage-industry Wed, 31 Jul 2024 06:48:31 GMT JR Humphrey Software Solutions Arete Prevail Beverage Industry Supply Chain Optimization