IoT and edge computing (88)
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Supply chain systems
Article
Hybrid deep learning with Azure Databricks and on-prem NVIDIA DGX
Article Hybrid deep learning with Azure Databricks and on-prem NVIDIA DGX
Modern enterprises increasingly rely on deep learning to power mission-critical workflows such as global demand forecasting, inventory optimization, supply chain prediction, video-based defect detection, and financial risk modeling. These workloads demonstrate rapidly increasing GPU requirements, g...
Demo
Robotic assembly line optimization
Demo Robotic assembly line optimization
Building complex robotic assembly lines requires advanced digital tools to program, test, and optimize multi-robot workflows. This demo showcases how NVIDIA Omniverse enables end-to-end robotic assembly line optimization through high-fidelity digital twins. Engineers can program individual robotic...
Article
Time-series foundation models: AI demand forecasting comparison
Article Time-series foundation models: AI demand forecasting comparison
Predictive analytics is undergoing a major transformation. This AI demand forecasting model comparison reveals significant performance gaps between traditional and modern approaches. Demand forecasting has long guided decisions in retail and manufacturing, but today’s data volumes and volatility ar...
Article
Frustrated by returns and delays? AI can transform your automotive aftermarket supply chain
Article
Probabilistic forecasting for enhanced demand prediction
Article Probabilistic forecasting for enhanced demand prediction
In today's fast-paced and data-driven world, accurately predicting demand is more critical than ever for businesses aiming to stay competitive. Traditional forecasting methods often provide a single-point estimate, which can be useful but falls short in accounting for the inherent uncertainties and...
Article
Building resilient supply chains using robust warehouse and transportation management systems
Ebook
8 supply chain trends and strategies every manufacturer needs to know
Article
Closing the loop: Integrating contract management and supply chain systems for future-ready manufacturing
Article
Retail demand forecasting: Use cases in Retail and Manufacturing
Article Retail demand forecasting: Use cases in Retail and Manufacturing
Demand forecasting is a crucial aspect of retail supply chain management that involves predicting future customer demand to make informed decisions about inventory levels, production, and resource allocation. It is a statistical analysis that considers numerous variables to optimize the predict...
Demo
Inventory Allocation Optimization
Demo Inventory Allocation Optimization
Grid Dynamics and Dataiku teamed up to create the Inventory Allocation Optimization, which will help you minimize shipping costs, order splits, and stock-outs by optimally allocating inventory across multiple warehouses, distribution centers, or stores. Watch this video demo and learn how to integr...
Demo
Demand Sensing and Forecasting
Demo Demand Sensing and Forecasting
Discover how the Demand Sensing and Forecasting helps retailers, brands and manufacturers make accurate and comprehensive procurement, transportation, workforce allocation, inventory, pricing, and promotion decisions. Detect market changes, adjust supply chain and inventory strategies, predict futu...
White Paper
The rise of industry electrification in supply chain and manufacturing: Leveraging AI and digital capabilities
White Paper
Inventory allocation optimization for membership-based wholesale retailers
White Paper Inventory allocation optimization for membership-based wholesale retailers
In the dynamic realm of supply chain and inventory management, where decisions shape the balance between profit and loss, inventory distribution stands out as a key driver of revenue growth. This white paper explores the strategic significance of optimizing inventory allocation, emphasizing its tra...
White Paper
Supply chain resilience: A modular framework for sailing through disruption
White Paper Supply chain resilience: A modular framework for sailing through disruption
Supply chain resilience is key to forecasting and mitigating the disruption of critical operations. This white paper suggests a modular framework for: Viewing technology through the lens of achieving strategic goals, approaching it as a ‘house’ built around organizations’ distinct needs and obj...
Article
Fulfilling German supply chain due diligence act obligations
Article Fulfilling German supply chain due diligence act obligations
Recent sustainability legislations and regulations make due diligence a business imperative for effective supply chain management. Increasingly, regulations and local government bodies are regulating how enterprises must approach, operate, and report on their supply chain operations, both directl...
Article
Manufacturing supply chain redesign and reconfiguration for resilience
Article Manufacturing supply chain redesign and reconfiguration for resilience
Can a mere joke trigger a catastrophic product supply shortage? Can mischievous squirrels wreak havoc on large-scale business operations? And what's the connection between beer, road closures, and transportation delays? These may seem like bizarre scenarios (see the postscript at the end of this...
Article
Supply chain monitoring for proactive supplier risk management
Article Supply chain monitoring for proactive supplier risk management
Given that resilience denotes the capacity to effectively rebound from disruptions, obtaining insight into all the interconnections and processes of the supply chain becomes paramount. In earlier discussions, we have delved into the fundamental data foundations that lay the groundwork for establi...
Article
Supply chain sustainability: ESG path to manufacturing resilience
Article Supply chain sustainability: ESG path to manufacturing resilience
Recent years have brought new challenges that require manufacturers to rethink their priorities, with supply chain sustainability unquestionably topping the list. Environmental, social, and governance (ESG) frameworks not only entice companies with the promise of sustainable value, but also deman...
Article
Why supply chain cyber security is essential for resilience
Article Why supply chain cyber security is essential for resilience
Supply chain cyber security risks have become more complex than ever, with attack surfaces increasing due to the involvement of more suppliers and vendors in sensitive data operations. Consequently, supply chain cybersecurity must adapt to and protect against new infiltration mechanisms, resource...
Article
Supply chain resilience starts with data
Article Supply chain resilience starts with data
Achieving supply chain resilience, especially since disruptions have become an inevitable part of business operations, is an overarching priority for any manufacturing organization today. Reaching this goal, however, is not straightforward, and is full of risks. To prevent these risks, manufacturer...
Article
A guide to supply chain control tower use cases
Article A guide to supply chain control tower use cases
The quality of various strategic and tactical decisions, such as capacity planning, supplier selection, and inventory ordering, directly influences the efficiency and resilience of a supply chain. Limited visibility into various stages of the supply chain, insufficient data availability, and lack...
Article
KPIs for pharmaceutical manufacturing operations
Article KPIs for pharmaceutical manufacturing operations
Increasing customer expectations, disruption of operations, and intense competition have placed the entire manufacturing industry under pressure. Pharma manufacturing, in particular, faces extremely complex supply chain management processes that require commercial pharma companies to monitor and un...
Article
From chaos to control: The benefits of inventory allocation optimization
Article From chaos to control: The benefits of inventory allocation optimization
As businesses grow and expand in the increasingly digital on-demand economy, managing inventory has become a far more convoluted process. For example, many retail and manufacturing companies have to deal with complex environments with multiple sourcing locations, including regio...
Article
From design to delivery: The role of artificial intelligence in the automotive industry
Article
Inventory allocation optimization: A pre-built solution for Dataiku
Article Inventory allocation optimization: A pre-built solution for Dataiku
Inventory optimization encompasses the process of determining the optimal level of inventory to hold that balances the cost of holding the inventory with the cost of inventory stockouts. Holding too much inventory can lead to increased storage costs, spoilage, and poor turnover metrics. On the...
Article
Streamlining the supply chain: Strategies for optimal grocery retail operations
Article
Optimization of order and inventory sourcing decisions in supply chains with multiple nodes, carriers, shipment options, and products
Article
How explainable AI helped reduce warehouse order picking time by 1/4
Article How explainable AI helped reduce warehouse order picking time by 1/4
Optimizing internal warehouse delivery processes, especially enhancing the efficiency and speed of the order picking process, has a massively positive impact on business profitability, if done correctly. There are two components of the order picking process that need to be optimized in order to...
Solution Brief
Supply chain and inventory
Solution Brief Supply chain and inventory
Whether it’s pandemic, war, or climate change, there have been and will continue to be crises that impact the smooth running of supply chain and inventory management processes for businesses across industries. To mitigate risk, streamline processes, and prepare for the future, leading Grid Dynamics...
White Paper
Reimagining resilience: Supply chain optimization for smart manufacturing
White Paper Reimagining resilience: Supply chain optimization for smart manufacturing
The past few years have put supply chain logistics to the ultimate test. Whether it’s pandemic, war, or climate change - there have been and will continue to be crises which impact not only manufacturing supply chains but also their consumers around the world. And while no industry can predict when...
Article
Ship from store and save
Article Ship from store and save
As the world undergoes the digital transformations, accelerated by the global pandemics, omnichannel shopping experience becomes a new norm. Ship from Store turns out to be an important step on the path of establishing effective and convenient retail practice. But the transformation bri...
Article
Multi-agent deep reinforcement learning for multi-echelon supply chain optimization
White Paper
A rapid response to COVID-19 supply chain and market shocks
White Paper A rapid response to COVID-19 supply chain and market shocks
In this white paper, we provide practical recommendations to technology and business leaders on how advanced data analytics and engineering capabilities can be leveraged to rapidly and efficiently respond to the COVID-19 disruption. These recommendations are largely based on early examples of respo...
Article
A rapid response to COVID-19 supply chain and market shocks: Emerge from the crisis stronger
Article
Deep reinforcement learning for supply chain and price optimization
Article Deep reinforcement learning for supply chain and price optimization
Supply chain and price management were among the first areas of enterprise operations that adopted data science and combinatorial optimization methods and have a long history of using these techniques with great success. Although a wide range of traditional optimization methods are available for in...
Article
Will “Database as a Service” work for retail inventory management? A case study
Article
Safety stock optimization for ship-from-store
Article Safety stock optimization for ship-from-store
Speed of delivery is one of the key success factors in online retail. Retailers fiercely compete with each other in this space, implementing new order fulfillment options such as Same-Day Shipping, Buy Online Pick Up in Store (BOPUS) and Ship from Store (SFS). These capabilities help to both improv...
IoT and edge platforms
Demo
Agentic optical inspection for complex hardware
Demo Agentic optical inspection for complex hardware
Spotting scratches or bent pins on complex hardware like printed circuit boards is easy. The hard part is multi-step root cause analysis when failure modes show up. This requires engineers to validate against computer-aided design (CAD) files, run multiple image analytics models, and reconfigure wo...
Demo
AI Harness for Siemens Plant Simulation
Demo AI Harness for Siemens Plant Simulation
Industrial simulation usually means weeks of manual model building before a single test run. The AI Harness for Siemens Plant Simulation cuts that down to a conversation. Watch a single natural language request turn into a full Siemens Plant Simulation model, complete with sources, buffers, process...
Video
Physical AI and Robotic Solutions at SIPBB
Video Physical AI and Robotic Solutions at SIPBB
Grid Dynamics and Switzerland Innovation Park Biel/Bienne explain their physical AI robotics solution integrating NVIDIA Omniverse with Isaac Sim to create a digital twin of the smart manufacturing facility. The physical AI digital twin enables synchronization between virtual simulations and real-w...
Demo
Robotic assembly line optimization
Demo Robotic assembly line optimization
Building complex robotic assembly lines requires advanced digital tools to program, test, and optimize multi-robot workflows. This demo showcases how NVIDIA Omniverse enables end-to-end robotic assembly line optimization through high-fidelity digital twins. Engineers can program individual robotic...
Demo
Efficiency and compliance using AI video analytics
Demo Efficiency and compliance using AI video analytics
Make plant operations more efficient with AI compliance video monitoring that catches what manual inspections miss. This demo shows an NVIDIA Metropolis-powered solution that detects hidden inefficiencies such as idle time, procedure gaps, and PPE violations in real time, using natural language pro...
Demo
Order fulfillment monitoring using AI video analytics
Demo Order fulfillment monitoring using AI video analytics
AI order fulfillment video monitoring detects sorting flow imbalances, quality leakage, and workforce allocation gaps in real time. This demo presents AI for visual process monitoring that helps sortation managers define detection rules with natural language prompts, track parcels and workers...
Demo
Manufacturing scheduler with digital twin validation
Demo Manufacturing scheduler with digital twin validation
The Manufacturing Scheduler converts complex production planning into a digital-twin-validated, data-driven process. This intelligent system analyzes factory layouts, detects available resources, and generates optimal schedules that minimize idle time and balance workloads across CNC machines, 3D p...
Demo
Safety monitoring using AI video analytics
Demo Safety monitoring using AI video analytics
Traditional dock monitoring can't match the pace of real operations: manual oversight misses critical safety issues, quality problems, and cost overruns. The AI safety video monitoring solution powered by NVIDIA Metropolis modernizes warehouse operations through intelligent visual analytics. De...
Demo
IoT Control Tower: Data Contextualization
Demo IoT Control Tower: Data Contextualization
An IoT data knowledge graph connects disjointed manufacturing data from machines, sensors, warehouse management systems, enterprise resource planning systems, and more into one contextual view. This Data Contextualization capability extends the existing Agentic AI IoT Control Tower solution by auto...
Demo
Retail loss prevention using AI video analytics
Demo Retail loss prevention using AI video analytics
Turn your CCTV feeds into actionable insight. The AI-powered visual process monitoring system detects, tracks, and explains real-world events, enabling loss prevention teams to act quickly without wading through noise. Define what matters (zones, objects, behaviors), and alerts arrive in context yo...
Video
Case study: Robotic weld inspection platform
Video Case study: Robotic weld inspection platform
Discover how Grid Dynamics, SmartRay, and Wandelbots showcased their AI robotic weld inspection platform at Automatica 2025. See how this AI-powered solution accelerates CAD analysis, automatically generates optimized inspection paths, and adapts to a range of robotic platforms, enabling faster, mo...
Case Study
Building a next-generation AI robotic inspection platform
Case Study Building a next-generation AI robotic inspection platform
Robotics inspection systems, like the one we developed in partnership with SmartRay, address the costly and time-consuming inefficiencies related to complex robotic operations in manufacturing. With SmartRay’s AI robotic inspection platform, you can automate optimized toolpaths for inspection in mi...
Demo
Intralogistics Optimization
Demo Intralogistics Optimization
Optimize your warehouse operations with the Intralogistics Optimization Starter Kit. The platform creates digital twins of your current environment, enabling you to test layout modifications, workflow improvements, and resource allocation changes before physical implementation. Analyze real-time da...
Demo
IoT Control Tower
Demo IoT Control Tower
The IoT Control Tower is a robust analytics platform designed to address the complexities of modern industrial operations. Leveraging agentic AI, it integrates real-time IoT data with domain knowledge to deliver actionable insights and operational guidance. Core capabilities include anomaly detecti...
Demo
AI for Visual Process Monitoring
Demo AI for Visual Process Monitoring
Discover how the AI for Visual Process Monitoring Starter Kit from Grid Dynamics transforms operational efficiency. Learn how this AI-powered solution leverages Vision Language Models (VLMs) to enable real-time monitoring of retail, logistics, and manufacturing processes. Explore its ability to ana...
White Paper
Harnessing IoT and AI for personalized and dynamic embedded insurance products
White Paper Harnessing IoT and AI for personalized and dynamic embedded insurance products
With the deluge of data dominating the insurance sector today, traditional insurance models are struggling to keep up with evolving customer needs and technological advancements. Enter embedded insurance—a game-changing approach that seamlessly integrates coverage into products and services at the...
Ebook
Manufacturing trends for 2024
Ebook Manufacturing trends for 2024
How AI, connectivity, automation, security, resilience, and personalization are redefining the potential of manufacturing...
Article
Software-led transformation of modern automobiles
Article Software-led transformation of modern automobiles
In the ever-evolving landscape of transportation, modern Electric Vehicles (EVs) and Hybrid Electric Vehicles (HEVs) have transcended traditional notions of mobility. Beyond mere modes of transportation, these vehicles have emerged as platforms for innovation, where cutting-edge technologies redefi...
White Paper
Exploring the transformative impact of generative AI in manufacturing
White Paper Exploring the transformative impact of generative AI in manufacturing
In our fast-paced world of ever-evolving technologies, manufacturing leaders are redefining their strategies to focus on delivering optimum value to customers. In this white paper, we delve into the revolutionary power of generative AI and its profound impact on the manufacturing industry.Gone are...
White Paper
5-step strategy for IT/OT cloud cost optimization in manufacturing
White Paper 5-step strategy for IT/OT cloud cost optimization in manufacturing
2023 continues to be a challenging year for manufacturers, with ongoing supply chain disruptions, economic and geopolitical shifts, as well as talent shortages adding to the anticipated hurdles. This white paper dives into the why and how of strategic cost optimization for the manufacturing Informa...
Article
Visual quality control in additive manufacturing: Building a complete pipeline
Article
IoT platform: A starter kit for Azure
Article IoT platform: A starter kit for Azure
Industrial IoT (IIoT) has become mainstream in a broad range of industries, including manufacturing, supply chain, logistics, energy, smart cities, and agriculture. IoT solutions enable intelligent decision-making for use cases such as predictive maintenance, visual quality control, and anomaly det...
Article
Smart manufacturing: Navigating change management, automation, and governance in the cloud
Article
Building a visual quality control solution in Google Cloud using Vertex AI
Article Building a visual quality control solution in Google Cloud using Vertex AI
The effectiveness and efficiency of quality control processes are among the top concerns for most manufacturing companies, and are also important considerations in logistics, agriculture, and other verticals. Over the last decade, visual quality control automation using computer vision has proved t...
Article
Building an IoT platform in GCP: A starter kit
Article Building an IoT platform in GCP: A starter kit
Over the past decade, the complexity of manufacturing processes and assembly lines have significantly increased. Whereas in the past, businesses relied on linear assembly lines, today’s assembly lines can produce customized products, as seen in the automotive industry. However, introducing customiz...
Article
IoT platform: A starter kit for AWS
Article IoT platform: A starter kit for AWS
The global market for the Internet of Things (IoT) is expected to reach $413.7 billion by 2031, according to a recent report published by Allied Market Research. The key industries driving this growth include manufacturing, supply chain and logistics, energy, and smart cities. The digital transform...
Article
Visual quality control with AWS Lookout for Vision
Article Visual quality control with AWS Lookout for Vision
Originally published on the AWS Partner Network blog Conveyor belts are an essential material handling tool for various industrial processes, and one of the most effective ways to quickly and continuously transport large amounts of materials or products. However, high throughput rates make i...
Article
Building a predictive maintenance solution using AWS AutoML and no-code tools
Article
Capturing the value of IoT across industries
Article Capturing the value of IoT across industries
The Internet of Things (IoT), which was merely a concept a few years ago, has now become one of the major disruptors across industries. Its implications are profound and far-reaching: from optimization of operations and effective management of physical assets to improving the health and general w...
Article
AI-powered risk prevention in the P&C insurance industry
Article AI-powered risk prevention in the P&C insurance industry
In the past decade, an estimated 2.6 billion people’s lives have been upended by catastrophic events such as tsunamis, earthquakes, floods, and pandemics. Such events wreak havoc not only on people’s everyday life, but also on business and trade, sending the global economy into a tailspin. So...
Article
How anomaly detection, predictive maintenance, and visual quality control save time and money
Article
How insurtechs are transforming the insurance industry
Article How insurtechs are transforming the insurance industry
White Paper
Quality 4.0: Reimagining AI-powered quality control for smart manufacturing
White Paper Quality 4.0: Reimagining AI-powered quality control for smart manufacturing
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Solution Brief
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