The Future of Industrial Sensing: Why Flexibility Wins
Traditional sensor deployments are rigid, expensive, and slow to adapt. Here's why the industry is shifting toward modular, sensor-agnostic platforms.
Read Article →Insights
Perspectives on industrial IoT, sensor technology, and the future of manufacturing from Cohera's founder.
What is Industrial IoT?
A comprehensive introduction to Industrial IoT—technology, applications, benefits, and how it transforms operations.
Read Article →Starting Your Industrial IoT Journey
A practical roadmap for launching IIoT initiatives, from identifying use cases to scaling for enterprise impact.
Read Article →Build vs Buy: IoT Platform Decision Guide
Evaluating custom development, commercial platforms, and hybrid approaches for Industrial IoT initiatives.
Read Article →Wired vs Wireless Sensors for Industrial IoT
Choosing the right connectivity approach based on reliability, cost, and application requirements.
Read Article →Edge vs Cloud Computing for Industrial IoT
Comparing latency, bandwidth, reliability, and cost to choose the right architecture.
Read Article →Predictive vs Preventive Maintenance
Comparing condition-based and time-based maintenance strategies for effectiveness, cost, and implementation.
Read Article →OPC-UA vs MQTT for Industrial IoT
Comparing two leading protocols for data modeling, security, performance, and practical implementation.
Read Article →Industrial IoT vs Consumer IoT: Key Differences
Why smart home approaches fail in factories, and what industrial applications actually require.
Read Article →SCADA vs IoT: Understanding the Differences
Comparing traditional process control systems with modern Industrial IoT platforms.
Read Article →Time-Series Databases for Industrial IoT
Comparing InfluxDB, TimescaleDB, industrial historians, and cloud solutions for sensor data.
Read Article →IoT Platform Selection Criteria
A framework for evaluating Industrial IoT platforms across scalability, security, and integration.
Read Article →Mobile Equipment Monitoring with Industrial IoT
Tracking location, condition, and utilization of forklifts, vehicles, and mobile machinery.
Read Article →Electrical Panel Monitoring with Industrial IoT
Thermal imaging, power quality, and predictive maintenance for electrical distribution systems.
Read Article →Industrial Water Treatment Monitoring with IoT
Optimizing chemical dosing, ensuring discharge compliance, and protecting process equipment.
Read Article →Fire Detection with Industrial IoT
Integrating smoke, heat, and flame detection with facility systems for faster response and better protection.
Read Article →Leak Detection with Industrial IoT
Identifying fluid leaks, gas releases, and containment failures before they become safety incidents or environmental problems.
Read Article →Industrial Noise Monitoring with IoT
Protecting worker hearing, ensuring OSHA compliance, and optimizing equipment health through acoustic analysis.
Read Article →UPS Monitoring with Industrial IoT
Battery health tracking, capacity verification, and predictive maintenance for uninterruptible power systems.
Read Article →Industrial Air Quality Monitoring with IoT
Protecting worker health, ensuring process quality, and maintaining regulatory compliance.
Read Article →Steam Trap Monitoring with Industrial IoT
Identifying failed traps, quantifying energy losses, and optimizing steam system efficiency.
Read Article →Power Transformer Monitoring with Industrial IoT
Dissolved gas analysis, thermal monitoring, and predictive maintenance for critical electrical assets.
Read Article →Generator Monitoring with Industrial IoT
Ensuring readiness, tracking maintenance, and verifying performance when needed.
Read Article →Control Valve Monitoring with Industrial IoT
Predictive maintenance and performance optimization for critical process control elements.
Read Article →Industrial Boiler Monitoring with IoT
Combustion efficiency, safety monitoring, and predictive maintenance for steam and hot water systems.
Read Article →Cooling Tower Monitoring with Industrial IoT
Water treatment optimization, energy efficiency, and Legionella risk management through connected sensing.
Read Article →Electric Motor Monitoring with Industrial IoT
Predictive maintenance for the most common rotating equipment in industrial facilities.
Read Article →Heat Exchanger Monitoring with Industrial IoT
Detecting fouling, optimizing cleaning schedules, and maintaining thermal efficiency.
Read Article →Tank Level Monitoring with Industrial IoT
Inventory visibility, safety protection, and process optimization through connected level measurement.
Read Article →Pump Condition Monitoring with Industrial IoT
Predictive maintenance, efficiency optimization, and reliability improvement for critical fluid handling equipment.
Read Article →Industrial HVAC and IoT
Maintaining environmental conditions for process quality while minimizing energy consumption.
Read Article →Conveyor Systems and Industrial IoT
Predictive maintenance, throughput optimization, and reliability improvement for material handling systems.
Read Article →Lean Manufacturing and Industrial IoT
How connected technology supports continuous improvement, waste elimination, and flow optimization.
Read Article →Compressed Air Systems and Industrial IoT
Optimizing the most expensive utility in manufacturing through connected monitoring and analytics.
Read Article →Packaging Line IoT Optimization
Addressing the unique challenges of high-speed, multi-format packaging operations.
Read Article →IoT Infrastructure Lifecycle Management
Managing connected infrastructure from deployment through operations, upgrades, and retirement.
Read Article →Field Service Management with Industrial IoT
Remote diagnostics, predictive dispatch, and technician empowerment through real-time equipment data.
Read Article →Production Scheduling with Industrial IoT
Dynamic scheduling based on actual equipment status, capacity, and real-time constraints.
Read Article →Developing Industrial IoT Strategy
From vision to roadmap—aligning IoT initiatives with business objectives and building sustainable programs.
Read Article →Downtime Analysis with Industrial IoT
Automatic capture, root cause identification, and systematic reduction of production losses.
Read Article →Spare Parts Optimization with Industrial IoT
Balancing availability against carrying costs through condition-based demand forecasting.
Read Article →Process Safety Management with Industrial IoT
Integrating Safety Instrumented Systems (SIS) with Industrial IoT while maintaining SIL integrity and IEC 61511 compliance.
Read Article →Industrial IoT for Food and Beverage Manufacturing
Ensuring food safety, optimizing production efficiency, and achieving FSMA and HACCP compliance through connected sensor systems.
Read Article →The Digital Thread: Connecting Product Lifecycle with Manufacturing Reality
Creating end-to-end traceability from design through production to service with integrated PLM and IoT data.
Read Article →Industrial IoT for Oil and Gas Operations
From upstream exploration to downstream refining—addressing unique challenges of remote operations and hazardous environments.
Read Article →Robotics and Automation in Industrial IoT
Integrating industrial robots, AGVs, and cobots with IoT platforms for monitoring, optimization, and flexible automation.
Read Article →Industrial IoT for Discrete Manufacturing
Unique challenges and proven solutions for automotive, aerospace, electronics, and assembly operations.
Read Article →Asset Performance Management with Industrial IoT
From condition monitoring to reliability-centered maintenance—building comprehensive asset strategies enabled by connected sensors.
Read Article →MES Integration with Industrial IoT
Bridging the gap between enterprise planning and shop floor reality through real-time data integration.
Read Article →HMI and SCADA Design for Industrial IoT
Creating operator interfaces that enhance situational awareness and drive action in modern manufacturing environments.
Read Article →Industrial IoT for Chemical Manufacturing
Process optimization, safety monitoring, and environmental compliance in complex chemical operations.
Read Article →Industrial IoT for Mining and Metals
From underground operations to processing plants—connecting heavy industry with modern digital capabilities.
Read Article →Workforce Safety with Industrial IoT
Wearables, environmental monitoring, and proactive safety systems that prevent incidents before they occur.
Read Article →Industrial IoT for Power Generation
Optimizing thermal plants, wind farms, solar installations, and grid integration with connected sensor systems.
Read Article →Continuous Improvement with Industrial IoT
How connected data transforms lean manufacturing, Six Sigma, and kaizen initiatives.
Read Article →MLOps for Industrial IoT
Managing machine learning models from development through deployment, monitoring, and retraining in production environments.
Read Article →Inventory and WIP Tracking with Industrial IoT
Real-time visibility into materials, work-in-process, and finished goods throughout manufacturing operations.
Read Article →Operator Training and Simulation with Industrial IoT
Digital twins, augmented reality, and data-driven approaches to developing skilled industrial operators.
Read Article →Industrial IoT for Semiconductor Manufacturing
Managing extreme process precision, fab-wide yield optimization, and equipment effectiveness in the most demanding manufacturing environment.
Read Article →Data Governance for Industrial IoT
Quality, ownership, lifecycle management, and compliance for operational data at scale.
Read Article →Smart Building and Facilities IoT
HVAC optimization, energy management, occupancy analytics, and building automation for manufacturing facilities.
Read Article →Industrial IoT Platform Selection Guide
Evaluation criteria, RFP process, vendor assessment, and avoiding common selection mistakes.
Read Article →Water and Wastewater Treatment with Industrial IoT
Transforming utility operations through connected sensors, real-time analytics, and automated compliance reporting.
Read Article →Wireless Sensor Networks for Industrial IoT
Understanding wireless technologies for industrial applications—from Wi-Fi and Bluetooth to LoRa, Zigbee, and industrial mesh protocols.
Read Article →OPC UA: The Foundation of Industrial Interoperability
How OPC Unified Architecture enables seamless integration across industrial systems with vendor-neutral, secure data exchange.
Read Article →Batch Processing Optimization with Industrial IoT
Achieving consistent quality and maximum yield through golden batch analysis, ISA-88 recipe management, and real-time process monitoring.
Read Article →Supply Chain Visibility with Industrial IoT
Enabling end-to-end transparency from raw materials through delivery with real-time tracking and condition monitoring.
Read Article →Vibration Analysis for Industrial IoT: A Practical Guide
From accelerometers to actionable insights—implementing effective vibration monitoring for rotating equipment.
Read Article →Environmental Monitoring in Manufacturing Facilities
Ensuring product quality and regulatory compliance through comprehensive environmental sensing.
Read Article →Machine Vision and Industrial IoT: Integrating Visual Intelligence
Cameras as sensors—adding visual data to industrial monitoring and control systems.
Read Article →Building Industrial Data Lakes: Architecture and Best Practices
Creating the foundation for industrial analytics at scale with modern data lake architecture.
Read Article →Edge AI for Industrial Applications
Running machine learning models on industrial edge devices for real-time decision making.
Read Article →Industrial Ethernet and Networking for IoT
Building reliable network infrastructure with PROFINET, EtherNet/IP, and TSN for connected manufacturing.
Read Article →MQTT for Industrial IoT: Protocol Design and Implementation
Leveraging publish-subscribe messaging for scalable industrial data distribution with Sparkplug.
Read Article →Predictive Quality Analytics: From Data to Defect Prevention
Using process data to predict quality outcomes and prevent defects before they occur.
Read Article →Calibration Management with Industrial IoT
Ensuring measurement accuracy through connected calibration systems and predictive scheduling.
Read Article →Containerization and Microservices for Industrial IoT
Building scalable, maintainable IoT platforms with Docker, Kubernetes, and modern software architecture.
Read Article →Quality Control with Industrial IoT: Beyond Inspection
Moving from detecting defects to preventing them—how connected sensors transform quality management in manufacturing.
Read Article →Remote Monitoring for Industrial Operations
Transforming how we manage distributed industrial assets—from reactive site visits to proactive operations centers.
Read Article →Industry 4.0 and Smart Factory Architecture: A Practical Framework
Translate Industry 4.0 concepts into concrete architectural decisions.
Read Article →AI and Machine Learning in Industrial IoT: A Practical Guide
Where ML actually adds value in manufacturing, and how to avoid costly mistakes.
Read Article →Digital Twins in Industrial Manufacturing: From Concept to Reality
A practical guide to implementing digital twins that deliver measurable operational value.
Read Article →Building Industrial IoT Teams: Skills, Structure, and Success
The talent and organizational strategies that make IoT initiatives succeed.
Read Article →Measuring Industrial IoT Success: KPIs That Actually Matter
Moving beyond vanity metrics to measure real operational impact from your IoT investments.
Read Article →Integrating IoT with Legacy Manufacturing Systems
Bridging decades-old equipment with modern monitoring capabilities without disrupting operations.
Read Article →Cloud vs On-Premise: Choosing Your Industrial IoT Deployment Model
A practical framework for choosing between cloud, on-premise, and hybrid deployment models.
Read Article →Change Management for Industrial IoT: The Human Side
Why technology is the easy part, and how to manage the organizational change that makes or breaks IoT initiatives.
Read Article →Cybersecurity for Industrial IoT: A Practical Guide
Threats, defense strategies, and building security into your IIoT architecture from the start.
Read Article →Sustainability and Green Manufacturing: How IoT Enables Environmental Excellence
How sensor technology drives sustainability goals through energy optimization and waste reduction.
Read Article →Scaling Industrial IoT: From Pilot to Production
Why 70-80% of IoT pilots never reach production, and the strategies that actually work for scaling deployments.
Read Article →Industrial IoT Interoperability: Protocols, Standards, and Integration
Navigate the protocol landscape and build systems that work together without vendor lock-in.
Read Article →How to Evaluate Industrial IoT Vendors: A Practical Framework
What to ask, what to avoid, and how to make the right vendor choice for your facility.
Read Article →Total Cost of Ownership for Industrial IoT: The Complete Picture
Beyond upfront costs: the comprehensive framework for calculating true IoT investment costs.
Read Article →7 Industrial IoT Deployment Pitfalls (And How to Avoid Them)
Common mistakes in industrial IoT projects and practical strategies to avoid them based on real-world experience.
Read Article →Sensor Selection for Industrial IoT: A Practical Guide
How to choose the right sensors for your application: types, specifications, and common mistakes.
Read Article →Data Visualization for Industrial IoT: From Data to Decisions
Design principles for effective industrial dashboards that drive action, not just display data.
Read Article →Data Ownership in Industrial IoT: What Enterprises Need to Know
Critical considerations for data ownership, security, and sovereignty in manufacturing environments.
Read Article →5G and Industrial IoT: The Connectivity Revolution
How 5G transforms industrial deployments with ultra-low latency, massive device density, and private network capabilities.
Read Article →The Real ROI of Predictive Maintenance: Beyond the Hype
A practical framework for calculating predictive maintenance ROI, including the hidden costs everyone forgets and realistic timelines.
Read Article →Condition Monitoring in Pharma: Beyond Compliance
Real-time monitoring in pharmaceutical manufacturing isn't just about meeting FDA requirements. It's about unlocking operational excellence.
Read Article →Building Sensor-Agnostic Platforms: Lessons from the Field
What we learned creating a platform that works with any sensor type, and why interoperability is the key to industrial IoT success.
Read Article →Go-to-Market Strategy for Deep Tech: What Actually Works
Enterprise sales cycles for industrial technology are long and complex. Here's how we approached building a go-to-market strategy that worked.
Read Article →Edge Computing in Industrial IoT: When and Why
Not everything needs to go to the cloud. Understanding when edge computing makes sense for industrial applications.
Read Article →Time Series Data Management for Industrial IoT
How to store, compress, query, and retain years of sensor data without breaking your budget or your queries.
Read Article →Building Business Cases for Industrial IoT
The difference between IoT projects that get funded and those that don't isn't technology—it's how you frame the value.
Read Article →Alarm Management for Industrial IoT
The difference between IoT systems that drive action and those that get ignored is alarm management.
Read Article →Commissioning Industrial IoT Systems
The gap between working in the lab and working in production is where many IoT projects fail. Here's how to bridge it.
Read Article →Energy Management with Industrial IoT
You can't manage what you can't measure—and most facilities can't measure energy consumption at the level of detail that enables optimization.
Read Article →Asset Tracking and RTLS in Industrial IoT
Where are your assets right now? If the answer requires someone to go look, you're leaving value on the table.
Read Article →Project Management for Industrial IoT
IoT projects fail more often than they succeed. Here's how to stack the odds in your favor through disciplined project management.
Read Article →Regulatory Compliance for Industrial IoT
Connected systems create new compliance obligations—and opportunities. Here's how to navigate the regulatory landscape.
Read Article →Want to discuss these ideas?
I'm always happy to connect with others working on industrial IoT challenges.