Humera Malik, CEO
· Our Contributors

Humera Malik, CEO

Humera Malik is CEO of Canvass AI, a software provider that empowers the world’s largest industrial companies with actionable intelligence to make data-driven operational decisions. Internationally, Ms Malik is one of the leading voices in Artificial Intelligence and how it can help the industrial sector to propel growth, accelerate innovation and augment human expertise. Ms Malik is a recipient of the RBC Women of Influence Entrepreneur of the Year award, the Women of IoT/M2M award and was most recently named in the list of Top 10 Hot AI IoT Startups to Watch. She is frequently invited to speak at industry conferences and has been featured in publications such as Bloomberg and Forbes.

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Bjorn Andersson, Senior Director, Global IoT Marketing
· Our Contributors

Bjorn Andersson, Senior Director, Global IoT Marketing

Bjorn Andersson is a Senior Director, Global IoT Marketing at Hitachi Vantara. Bjorn is a leader in the Internet of Things (IoT) and Industries Marketing, accelerating go-to-market (GTM) for innovative solutions that combine advanced data analytics, artificial intelligence, and IoT. Bjorn has a proven track record to build and execute strategies and plans to build a business and bring products & technologies to market. He can translate technology into customer benefits and communicate these to diverse audiences. Bjorn has deep expertise in High-Performance Computing (HPC), Visualization and Technical Computing - reaching into technologies and uses that have partly evolved from there, such as Cloud Computing&Storage, Big Data Analytics, Artificial Intelligence & Machine Learning and Virtualization He is also experienced in creating strategic partnerships and mergers&acquisitions (M&A). 

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Stop Feeding Garbage to Your AI: Why 80% Accuracy in Document Processing is Now a Failure
· Hybrid Manufacturing

Stop Feeding Garbage to Your AI: Why 80% Accuracy in Document Processing is Now a Failure

A fundamental change in expectations is reshaping how manufacturers evaluate artificial intelligence systems. The long-standing benchmark of 80% accuracy in document processing is no longer acceptable. In the context of AI-driven product and supply-chain decisions, this level of performance constitutes failure. When two out of every ten data points extracted from a critical document—such as […]

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Your Most Critical AI Model Isn’t an LLM: It’s Your Document Pre-Processor
· Discrete Manufacturing

Your Most Critical AI Model Isn’t an LLM: It’s Your Document Pre-Processor

A decisive shift is underway for manufacturers implementing artificial intelligence. The focus is moving from the selection of large language models to the systems that prepare data for them. The accuracy and trustworthiness of any AI-driven decision—from supply chain logistics to predictive maintenance—are determined long before a query reaches an LLM. They are determined by […]

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What Manufacturing Leaders Misjudged About AI in 2025
· Artificial Intelligence

What Manufacturing Leaders Misjudged About AI in 2025

In 2025, many manufacturers implemented artificial intelligence across forecasting, logistics, and supplier risk scoring, expecting breakthroughs. By year-end, though, a pattern had emerged: AI improved awareness and decision support, but it did not eliminate uncertainty or deliver automatic resilience. AI doesn’t replace judgment — it augments it Procter & Gamble’s Jamie McIntyre Horstman explained that machine […]

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Bridging the Digital Divide: Empowering People and Building Trust Through Transformation
· Connected Industry

Bridging the Digital Divide: Empowering People and Building Trust Through Transformation

Industrial organizations are no strangers to transformation. While technology has long been a catalyst for progress, the accelerating speed and complexity of change means that tools alone can no longer deliver a lasting competitive advantage. The real differentiator of organizational success now lies in how people, processes, and platforms come together to create lasting value.The […]

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AI May Be Ready for Manufacturing. But Is Manufacturing Ready for AI?
· Artificial Intelligence

AI May Be Ready for Manufacturing. But Is Manufacturing Ready for AI?

For the past few years, manufacturers have heard the same message on repeat: AI is ready for industry. But a quieter question is now being asked inside control rooms and boardrooms alike — is industry ready for AI?At this year’s Honeywell User Group in The Hague, that question came into focus. Beneath the enthusiasm around artificial intelligence […]

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How IIoT Is Bringing Data-Driven Quality to Industrial Fabrication
· Additive Manufacturing

How IIoT Is Bringing Data-Driven Quality to Industrial Fabrication

Industrial fabrication is transforming as manufacturers shift from manual inspection to intelligent, data-driven systems. Through the Industrial Internet of Things (IIoT), machines, sensors and analytics platforms communicate seamlessly to create a connected production ecosystem. This integration allows every fabrication stage to be monitored in real time, providing instant visibility into performance and process variations.Instead of […]

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The Next Manufacturing Advantage: From Products to Intelligent, Connected Services
· Hybrid Manufacturing

The Next Manufacturing Advantage: From Products to Intelligent, Connected Services

Machines and software are everywhere. The next competitive edge no longer comes from owning more of them — it comes from connecting, learning, and evolving faster than the competition. For manufacturers, the challenge is no longer adopting technology but turning it into a measurable, repeatable advantage.From Efficiency to IntelligenceTechnology is rewriting the rules of manufacturing […]

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Industrial AI in Practice: Siemens Transforms Factory Data into Performance
· Discrete Manufacturing

Industrial AI in Practice: Siemens Transforms Factory Data into Performance

At the Siemens Electronics Factory in Erlangen, Artificial Intelligence is not an experiment—it’s part of everyday production. The facility shows how industrial AI can improve how machines sense, analyze, and act, helping teams turn factory data into measurable results. From assembly to inspection, every dataset contributes to higher process quality, shorter cycles, and smarter energy use.From Connected Data […]

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How Internet of Things Modernizes Outdated Utility Infrastructure
· Renewable Energy

How Internet of Things Modernizes Outdated Utility Infrastructure

Connected devices and sensors support automated energy management and delivery, seamless integrations and predictive maintenance.It’s no secret that much of the US electric grid urgently needs an upgrade. The 1960s and 70s saw the construction of most of the infrastructure, with 70% of the transmission lines exceeding 25 years of age. This aging system is […]

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From Predictive to Proactive: Key Takeaways from Cognite’s Impact 2025
· Artificial Intelligence

From Predictive to Proactive: Key Takeaways from Cognite’s Impact 2025

How Industrial AI Is Transforming Operations, Workforce, and Decision-Making at ScaleCognite’s Impact 2025 made one thing clear: the era of reactive operations is over. Across both days, the narrative centered on proactive intelligence, powered by industrial AI and large language models, that augments human expertise, transforms operations, and scales across industries and geographies. AI at the […]

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