By Trudi Hable, Chief Revenue Officer, Radix   Charles Babbage, widely regarded as the father of the computer, was once asked whether his calculating machine could produce the correct answer even if incorrect data was entered. His response was blunt: he could not comprehend the kind of confused thinking that would even prompt such a question. To Babbage, the answer was obvious — bad data produces bad results. That exchange, centuries old, gave birth to what we now call the "garbage in, garbage out" principle, and it has never been more relevant than it is today. As artificial intelligence continues to reshape asset-intensive industries like energy, manufacturing, transportation, and utilities, leaders are discovering that the greatest barrier to AI success is not the technology itself. It's the data underneath it. For industrial companies racing to integrate AI into their operations, the temptation is to focus on the sophistication of the model or the elegance of the interface. But without a strong data foundation, built on clean, accurate, timely, and contextually rich information, even the most advanced AI system will underperform, mislead, or fail entirely. "Without ingredients like context and interoperability, the challenges of successfully integrating AI increase," says Justin Conroy, Vice President of Digital Product Portfolio and Strategic Partnerships at Radix. "What makes AI challenging is not just the infrastructure — it's the uncertainty and the data layer that often is not properly built on a strong data foundation." This is not just a technical issue. It's a strategic one. When AI is fed incomplete or decontextualized data, the insights it generates can lead operators and engineers in the wrong direction — creating costly errors, eroding trust in the system, and shelving investments that could have delivered genuine value. So, what does high-quality data look like in an industrial context? It goes beyond accuracy and timeliness. It requires contextualization that ensures that data elements carry the operational meaning needed to make them useful. A pressure reading from a pump, for example, is only valuable if it's understood in the context of that pump's age, location, maintenance history, and its role in the broader system. This is why forward-thinking industrial organizations are investing in AI models and the data management frameworks that feed them. Solutions like Cognite's CDF (Cognite Data Fusion) are designed to remove operational silos and deliver the contextual layer that transforms raw data into actionable insight. Together with Cognite, Radix delivers the bottom line for operational leaders by ensuring their data is ready to support AI – even before those leaders determine what AI can do for their operations. The companies that get this right will not just avoid costly failures — they will build an AI foundation capable of scaling with every innovation that follows. If Babbage were alive today, he would likely find the modern AI hype cycle just as baffling as that original question; not because AI isn't powerful, but because so few organizations are taking the time to build the data foundation it needs to thrive. Register to attend the Radix RUSH event on April 14 in Houston to learn more about successfully implementing AI. Visiting RUSH 2026 Exclusive Invite  to register today!   Have You Registered for RUSH 2026 in North America? Empowering the Next Digital Era with Resiliency & Interoperability. Join industry leaders in Houston for Radix RUSH 2026 — an exclusive event focused on interoperability, industrial AI, and operational performance. RUSH will also take place in EMEA , delivering localized industry conversations with a shared global perspective. Secure your seat in Houston today.   About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com     Do you want to stay connected with Radix? Subscribe with us today.

By Alexander Clausbruch , Forbes Councils Member. for  Forbes Technology Council COUNCIL POST | Membership (fee-based) Alexander Clausbruch , Radix North America CEO, enabling customers to progress from Vision to Value - leading to stronger operational results As companies contend with ongoing supply shocks and disruptions, executives are examining how to invest strategically in systems that are scalable, resilient and employee-friendly. One viable answer is interoperability . That's the ability of different systems, applications or machines to connect, exchange and use each other’s data without vendor lock-in. For decades, companies have wrestled with fragmented solutions, piecemeal integrations and isolated systems that trap data in silos. However, in a world defined by volatility and change, fragmentation of any kind is becoming a liability. Take the oil and gas sector, for example. Giants like Exxon or Shell exemplify sprawling, complex operations. Because building fully contextualized data layers could take decades, open standards offer a more realistic path to scaling insights across such vast companies. In more fragmented downstream operations, cross-compatibility is the enabler that turns complexity into opportunity. Without it, companies can remain trapped in rigid architectures, unable to adapt when markets shift or new regulations emerge. And the challenges go beyond efficiency. A generational gap is bearing down on the industry. Experienced operators are retiring, and younger workers are reluctant to take on jobs in remote, challenging environments. Fortunately, interoperability, combined with AI, is bridging that gap. By serving as a universal interface, AI can deliver knowledge, training and decision support across interoperable systems. New hires no longer need to memorize decades of knowledge; they can ask AI basic questions, accelerating their development. Open standards make this possible by ensuring that the AI system has access to the right data, in the right context, at the right time. Have you registered for Radix RUSH 2026? Powered by our Sponsors, RUSH 2026 is brought to life by industry leaders and forward-thinkers. Register now for this exclusive, invite-only Radix industry event!    About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com     Do you want to stay connected with Radix? Subscribe with us today.

Engineering expertise aims to enable a buildable asset while managing risk reduction    Houston, February 05, 2025 – Cemvita and Radix announced progress in front-end engineering for a first-of-its-kind circular bio-oil project in Brazil, focused on converting crude glycerin, a biodiesel byproduct, into ultra-low carbon intensity bio-oil used as a feedstock to produce sustainable aviation fuel (SAF) and other advanced biofuels.    Brazil has historically been a global leader in biofuel, primarily through bioethanol. This collaborative project takes a different path. Cemvita’s proprietary biomanufacturing platform converts crude glycerin into a versatile bio-oil that can be upgraded into high-value, drop-in feedstocks, including co-processing in existing refineries and/or Hydro-processed Esters and Fatty Acids (HEFA)-based SAF, expanding both the feedstock base and the decarbonization potential of the fuel value chain.  The collaboration focuses on translating Cemvita’s biomanufacturing process, de-risked through years of pilot and scale-up work, into an industrially executable configuration. Leveraging its deep engineering expertise and global experience supporting large-scale industrial projects, Radix is responsible for developing the engineering, industrial design basis, and scalability framework for the project.     Radix, a technology solutions services company delivering innovative industrial solutions, worked alongside Cemvita to define operating boundaries, pressure-test assumptions, and align the biology with real-world industrial constraints. The result advances the project toward a buildable asset and materially reduces execution risk.      “This project demonstrates how innovation and industrial engineering can work together to enable energy transition,” said Luiz Mello, Head of Energy at Radix . “Cemvita has developed a unique and differentiated technology. Our close collaboration aims to ensure that this technology can be engineered, built, and operated at an industrial scale with the discipline and quality required for long-term success.”    Cemvita’s process enables crude glycerin, traditionally a low-value byproduct of biodiesel production, to become a strategic input for ultra-low Carbon Intensity (CI) fuels. With Radix’s engineering leadership, the project is being designed in a way that could be deployed across biodiesel facilities, supporting broader adoption and long-term growth.    “What the teams have accomplished in the past six months reflects a very high level of engineering collaboration and discipline,” said Luciano Zamberlan, VP of Operations and Engineering at Cemvita . “Together with Radix, we successfully tropicalized a project initially designed for the U.S., adapting equipment selection, utilities, layout, and integration strategies to Brazil. This approach enabled close to a 40% reduction in cost per ton of biooil produced, while leveraging strong synergies with existing industrial assets and local capabilities.”    This engineering approach intends to be replicable and scalable across biodiesel facilities, enabling crude glycerin to shift from a low-value byproduct into a strategic input for ultra-low Carbon Intensity (CI) fuels. Beyond its technical and commercial relevance, the project supports the development of a more circular bioeconomy by upgrading waste streams into higher-value products and enabling new pathways for sustainable fuels.  The project continues to advance through development phases with the objective of reaching the Final Investment Decision within 2026.      About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com   About Cemvita   Cemvita uses synthetic biology to turn carbon waste into high-value sustainable oils and critical inputs for sectors like aviation, agriculture, personal care, and industrial manufacturing. By expanding the range of feedstocks that can be used in biomanufacturing, Cemvita is helping build a more resilient, circular bioeconomy. We work with leading global partners to deploy technology that cuts carbon at the source and scales into real infrastructure. Learn more at www.cemvita.com       Do you want to stay connected with Radix? Subscribe with us today.

Driving value with advanced intelligent digital solutions and engineering expertise   Houston, February 3, 2026 – Radix , a global technology solutions provider specializing in industrial digital transformation, is pleased to announce its return as a Silver Sponsor for the ARC Industry Leadership Forum 2026. The event will be held in Orlando, Florida, from February 9–12, 2026.    Under the theme “From Vision to Value: Resilience on the Ground,” Radix will demonstrate how it combines deep engineering expertise with advanced digital technologies. The company’s presence will focus on unlocking resilient, intelligent, and scalable data-driven solutions that translate strategic vision into measurable operational value.    Throughout the forum, Radix will showcase In-Booth demos and participate in two sessions demonstrating real-world digital execution alongside industry-leading partners and customers with technology solutions deeply rooted in the asset-intensive industrial sectors— ranging from oil and gas to manufacturing, logistics, and infrastructure.    Featured Sessions:   Radix will join its customers as panelists as they present at 2 sessions, along with other industry leaders, including an ARC analyst:    Assembling Industrial Data Fabric Foundations for Industrial AI : At this session, Stephen Krassick of International Paper will be joined by Simon Sierra, VP of Sales North America at Radix. Stephen will share insights about the intersection of IT, OT, and Cloud, and how International Paper leverages Radix’s industrial solutions expertise to scale operations via cloud-native applications and enterprise portals.    Beyond Effective Maintenance with Advanced Asset Management : During this session, Alisson Nogueira, Digital Services Manager at SBM Offshore, will be joined by Ricardo Scheid, Program Manager. Alisson will speak about “Bridging Analytics and Operations” highlighting how SBM is transforming and automating operations by leveraging a strong data foundation and domain intelligence, with support from a multidisciplinary team from Radix on the strategy and implementation of the program.     Radix’s approach to Industrial AI is distinguished by custom-built applications paired with in-house sector expertise. This combination provides immediate impacts on production and profitability for companies navigating the future of AI-driven optimization.    "At Radix, we are proud to bring forward truly groundbreaking solutions that demonstrate what’s possible when IT, OT, and ET come together with industrial-scale AI and advanced Asset Performance Management” said Natalia Klafke, Executive Vice President of Energy and Sustainability at Radix. "Alongside leading oil and manufacturing organizations, we are not just improving reliability and efficiency; we are redefining what sustainable, high-performance operations can look like. We look forward to ARC 2026 as a key opportunity to deepen collaboration with our partners and customers as we continue transforming ambitious visions into measurable, long-term value."    The Radix team, led by Flávio Guimarães, Co-Founder and Chief Practices and Alliances Officer, Natalia Klafke, and Trudi Hable, Chief Revenue Officer, North America, along with its long-standing partners, invites customers to engage and explore technology solutions that drive sustainable impact throughout the digital transformation journey.    For more information, visit RADIX | ARC Industry Leadership Forum 2025 .       About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com       Do you want to stay connected with Radix? Subscribe with us today.

Houston, January 22, 2026 – Radix, a global leader in technology solutions for asset-intensive industries, has been recognized by CIOReview as Digital Transformation Company of the Year, honoring its ability to help customers transform bold visions into measurable business value. By blending deep engineering expertise with advanced digital innovation, Radix empowers organizations to operate smarter, safer, and more efficiently at scale. With a global team of over 1,300 engineers and technologists, Radix goes beyond project execution—delivering solutions that solve complex challenges and accelerate operational excellence, turning strategic vision into tangible results. “Our true strength is in combining deep domain expertise with digital innovation to create solutions that deliver real, measurable value for our customers,” said Joao Carlos Chacamovitz , Radix Founder and Global CEO. “Every project is an opportunity to help our clients achieve operational excellence and unlock new levels of performance.” This latest accolade recognizes Radix’s excellence in delivering complex, large-scale digital initiatives that drive operational efficiency and sustainability for asset-intensive industries, transforming industrial vision into tangible business value using AI digital technologies to achieve resilience and impact with measurable benefits and positive ROI for global customers. Two core Radix innovation solutions demonstrate this transformation, enabling superior outcomes and swift adaptation to changing demands. Leafcutter enables faster decision cycles and unlocks higher operational value and JO.AI helps users uncover insights, automate workflows, and navigates complex datasets without requiring expert-level analytics skills. “Radix is redefining what’s possible in industrial operations by adapting our methodologies to diverse environments—from offshore platforms to advanced manufacturing lines—while navigating local constraints and regulatory landscapes,” said Alexander Clausbruch , Co-Founder and CEO, North America. “This award underscores our mission to lead the next wave of industrial transformation, scaling AI-powered solutions with agility and driving sustainable, measurable value through a truly digital-first approach.” “We’re honored by CIOReview’s recognition,” said Trudi Hable , Chief Revenue Officer, North America. “Much of Radix’s intelligence and innovation happens behind the scenes, powering our customers’ success. This award validates the unique value we deliver—helping asset-intensive industries not only compete but thrive in an increasingly complex and competitive market.” Radix transforms vision into measurable value by combining deep engineering expertise, cutting-edge digital innovation, and an unwavering customer-first mindset. This unique approach fosters true collaboration, accelerates operational excellence, and empowers organizations to not only thrive but lead at scale in an increasingly competitive landscape. Top Digital Transformation Solutions on CIOReview   About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com       Do you want to stay connected with Radix? Subscribe with us today.

By Natalia Klafke, EVP Energy and Sustainability, Radix Energy management is often discussed in terms of systems, markets, and technologies but the real story has always been about people. Behind every efficiency gain and every avoided outage is a team of operators, engineers, planners, and managers working under increasing pressure to do more with less.  In 2026, their world is changing. Energy volatility is rising, sustainability expectations are growing, and the pace of digital transformation is accelerating. For many industrial organizations, this creates a new kind of operational strain.   The good news is that the digital tools reaching maturity today are not designed to replace people. They are built to support them, amplify their expertise, and reduce the daily burden of navigating complex energy systems.  TOP THREE TAKEAWAYS FOR LEADERS  Your people need more real-time support, not just data. Teams are already overwhelmed by dashboards and alarms. The real value comes from prescriptive guidance that turns complexity into clear next steps.  Contextualized data is the foundation of every successful energy initiative. Without a unified, structured data model, AI and automation cannot meaningfully improve decisions or reduce operational stress.  The biggest gains in 2026 will come from digital tools that strengthen human judgment.   The next era of energy management is co-piloted. Technology handles the heavy analysis so your teams can focus on safe, informed, high-impact decisions.  WHY 2026 MATTERS FOR OPERATIONAL TEAMS  Teams on the ground are feeling the impact of global energy challenges more than anyone. Rising costs, unpredictable markets, and ambitious decarbonization targets land directly on the shoulders of people who must run safe, uninterrupted operations.  Three trends are shaping their reality:  More electrification and renewables introduce new instability  Regulatory demands increase the need for accurate, auditable data  Cost pressure forces every site to prove efficiency gains faster than before  At the same time, the available digital infrastructure has finally caught up. High-frequency sensing, advanced AI, modern data models, and scalable cloud systems are now mature and accessible. This creates an opportunity to shift energy management from a manual reporting exercise to an intelligent, people-first partnership between humans and digital tools.  THE SHIFT FROM PREDICTION TO SUPPORT  For years, industrial teams relied on dashboards, spreadsheets, and periodic reports to make sense of their energy profile. Even with predictive analytics, people were still responsible for interpreting patterns and deciding what to do next.  Prescriptive energy intelligence changes this. It does not stop at revealing a problem or forecasting a spike. It recommends specific actions that fit the current operational context. This can include:   When to shift loads to reduce cost without affecting production  How to adjust setpoints to balance steam and power safely  What steps reduce emissions within the limits of a running plant  Which assets need attention before instability leads to downtime  The goal is not to automate decision-making. The goal is clearer direction, less guesswork, and more confidence.  WHY CONTEXTUALIZED DATA EMPOWERS PEOPLE  The most powerful digital transformations are grounded in one simple idea: people make better decisions when their data makes sense.   Contextualized industrial data helps teams understand how energy use is connected to processes, equipment, schedules, weather, and constraints. It gives operators the “why” behind every trend, and gives managers a shared source of truth.  Across Radix projects, we consistently see contextualized data reduce misalignment, shorten problem-solving time, and strengthen collaboration.  WHAT DIGITAL-FIRST ENERGY MANAGEMENT FEELS LIKE FOR TEAMS  When organizations adopt digital-first energy strategies, frontline experience improves. Advanced teams are building capabilities that:  Provide real-time visibility that reduces uncertainty  Detect anomalies before they become emergencies  Deliver clear, actionable guidance instead of more alarms  Allow teams to model scenarios before committing to a plan  Automate routine optimization so people can focus on higher-value work  This shifts the culture from reactive firefighting to proactive improvement.  THE HUMAN IMPACT OF MEASURABLE RESULTS  Across early adopters, we consistently see:  5–15% reductions in energy consumption  10–25% improvements in efficiency KPIs  Fewer surprises and less unplanned downtime  Faster emissions reporting  More stable energy systems that help operators maintain safety  Every one of these results reduces stress and increases confidence for the people responsible for keeping facilities running.  HOW LEADERS CAN PREPARE TEAMS FOR 2026  2026 will reward leaders who focus on people first, not just technology. Success comes from empowering teams to make faster, smarter, and more confident decisions.  Focus on friction points. Identify where complexity slows action and remove obstacles.  Give teams clarity. Provide real-time, contextualized data they can trust.  Amplify judgment. Use tools that support expertise instead of replacing it.  Invest in capability. Training and guided adoption turn potential into results.  Start small, scale fast. Deliver early wins to build momentum and confidence.  When leaders put people at the center, technology becomes an enabler, teams operate at their best, and organizations capture the full promise of the next digital era.  LOOKING FORWARD  The future of energy management is not defined by AI or automation alone. It is defined by the people who use these tools every day. The next digital era is an opportunity to create safer, less stressful, more efficient environments where teams are supported by technology that helps them do their jobs better.  As we move into 2026, this human-centered approach will be the foundation of real and lasting transformation.    About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com     Do you want to stay connected with Radix? Subscribe with us today.

By Rich Frogge, President, Radix North America 2026 is shaping up to be a year like no other. Operational risks are no longer isolated incidents. Supply chain instability, climate-related disruptions, geopolitical uncertainty and cyber threats now define day-to-day operations. At the same time, net-zero is no longer a sustainability slogan. It is a business mandate. Boards, investors, and customers expect measurable progress backed by defensible data.  The leaders who succeed will not be the ones making small efficiency gains. They will be the ones whose organizations operate as unified and interoperable systems where data moves freely across IT, OT, and engineering. This enables real-time decisions that drive resilience, profitability and sustainability.   No longer just operational tools, APM and industrial data platforms are central to shaping strategy and delivering measurable outcomes.  TOP 3 TAKEAWAYS FOR LEADERS  Resilience requires real-time visibility across the organization. You cannot manage what you cannot see. Fragmented operational, engineering, and IT data slows response time and increases exposure to risk. Unified data gives teams clarity and confidence to act quickly.  Interoperability creates strategic advantage & stronger opportunities. Bringing systems together and contextualizing data supports faster decisions, reliable ESG reporting, and the ability to scale best practices across the enterprise.  A unified platform is insurance for the business. A single outage or failed integration can cost far more than a platform investment. Prioritizing interoperability protects revenue, reputation, and operational continuity.  Why Sustainability and Resilience Now Converge in the C-Suite  Many executives have ambitious ESG and net-zero targets yet the data needed to track progress often sits in disconnected silos. APM closes this gap. It transforms asset-level insights on energy use, downtime, and carbon output into board-ready sustainability metrics.  A machine running at optimal performance can consume up to 20% less energy and emit 15% less CO₂ than an underperforming asset. These are measurable outcomes delivered by APM and industrial data platforms.  APM has evolved into a strategic tool. It turns operational complexity into business value, risk reduction and credible sustainability reporting.  WHY FRAGMENTED DATA FAILS LEADERS  Siloed data creates risk at every level:  Operations may see asset status  IT may see network conditions  Engineering may see design intent  Finance may see cost impacts If these systems do not speak to each other decision-making slows and blind spots grow.  Resilience is measured in minutes. During disruption fragmented data adds hours or days to recovery time. Unified and contextualized data shortens it dramatically.  Regulators and investors now expect auditable and traceable data for ESG, emissions, and safety compliance. Without interoperability proving resilience becomes inconsistent and costly.  INTEROPERABILITY AS THE ENGINE OF RESILIENCE AND NET-ZERO  Interoperability is more than integration. It is the foundation of organizational speed and adaptability.  DEFENSIVE BENEFITS  Reduced downtime through contextualized asset insight  Faster detection and prevention of failures  Strengthened cyber and operational resilience  STRATEGIC BENEFITS  Ability to scale local wins across global operations  Faster integration during mergers and acquisitions  Readiness for AI, ML and prescriptive analytics  Capability to simulate sustainability outcomes before committing resources  This unified view of IT, OT and engineering design data gives teams clarity, context, and confidence.  APM: FROM MAINTENANCE TOOL TO BOARDROOM STRATEGY  APM is now a board-level investment with clear financial and sustainability outcomes.  FINANCIAL  Reduced downtime  Optimized asset life  Lower energy use  Lower operating costs  SUSTAINABILITY  Transparent emissions data  More accurate ESG reporting  Real-time carbon reduction insight  Evidence-backed progress toward net-zero  APM provides defensible real-time performance data that aligns sustainability strategy with on-the-ground operations.  THE EXECUTIVE MANDATE FOR 2026: PLATFORM NOT PROJECTS  Isolated dashboards and one-off pilots cannot support resilience in an era of systemic disruption. Executives must champion platform-level transformation.  What this requires:  A unified industrial data platform  Enterprise-wide interoperability  Embedded predictive and prescriptive analytics  Real-time ESG-linked insight  From a CFO point of view this is operational insurance. One major outage or failed integration can exceed the cost of a scalable platform many times over. PRACTICAL STEPS FOR EXECUTIVES AND CSOS  Gartner reports that only 38% of leaders have embedded environmental sustainability into decision-making. To move from ambition to measurable results:  Audit your data and identify gaps in visibility  Integrate systems across APM, ESG reporting, IT, OT, and engineering  Adopt predictive and prescriptive analytics to shift from reaction to prevention  Measure and communicate progress in a clear and defensible way  HOW RADIX POWERS THE INTEROPERABLE NET-ZERO FUTURE  Radix helps organizations turn data into aligned and actionable intelligence.  LEAFCUTTER  Streams more than 70 million data points per day and supports 250 000 PI tags. Delivers a 25% reduction in decision cycles through real-time contextualized insight.  RADIX APM PLATFORM  Unifies operational, financial and sustainability data to support:  Board-ready ESG reporting  Predictive and prescriptive guidance  Asset-level and portfolio optimization  These tools align finance, sustainability, and operations around the same reliable data and unlock uptime, efficiency and measurable progress toward net-zero.  EXECUTIVE OUTCOMES  Real-time ESG insight tied directly to operations  Stronger governance and board reporting  Increased uptime and operational excellence  A measurable path to sustainable growth  A competitive edge built on speed, resilience, and interoperability  If sustainability sets the goal, operational excellence sets the pace, and interoperability keeps every part of the business aligned.   Explore Leafcutter >>   About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com       Do you want to stay connected with Radix? Subscribe with us today.

By Citalouise Geiggar, PhD, Chief Marketing Officer, Radix North America When people hear “digital transformation,” they often picture new software technology, dashboards or large IT projects. In industrial sectors like mining, manufacturing, infrastructure, and energy, transformation has never been about technology alone. It is about unlocking value at scale. It is about asking how every asset, process and dataset can become smarter, safer and more efficient.  Radix focuses on exactly that. We help asset-intensive industries turn vision into measurable customer value—fast. By combining engineering expertise with advanced digital technologies, we deliver resilient, intelligent, and scalable solutions that accelerate transformation and optimize performance at every level.   We take the complexity out of digital transformation and turn it into practical improvements that strengthen daily operations. When value becomes visible, real transformation becomes something the entire organization supports to help them scale.  TOP THREE TAKEAWAYS FOR LEADERS   Focus on value, not tools. Transformation succeeds when it improves reliability, efficiency and safety.  A trusted partner and solutions provider is the connector. Radix acts as the integrator, simplifying complex initiatives into practical solutions that align teams and accelerate magnified adoption.  Transformation is a journey. Continuous innovation and collaboration support long-term impact and value.  CUSTOMER AND OPERATIONAL FOCUS TO SCALE   In industrial and asset-intensive environments, customer experience is built on operational excellence. A factory that runs efficiently, a mine that operates safely, a facility that saves on energy, and a power plant that stays online are the outcomes that matter to clients, partners, and communities worldwide.  We help organizations see the real impact of transformation by linking engineering intelligence to improvements in reliability, risk reduction, and operational performance. We turn those results into clear evidence that teams can rely on.   It is never about selling technology. It is about proving what it can achieve all while sustaining, scaling, and operating better!   DATA-DRIVEN ASSET MANAGEMENT   Industrial operations generate vast volumes of data, from sensor readings to production logs and supply chain metrics. By itself, this data does not create value. Radix works with customers to turn these raw streams into actionable insights that directly address operational challenges. The focus is always on outcomes that matter to the business, so data becomes a tool for tangible operational improvement rather than an abstract metric.  The real impact comes when insights are tied to measurable results. By connecting insights to real-world outcomes, adoption accelerates and transformation delivers concrete value at scale. Customers can measure the improvements, understand the benefits, and trust that their investment in digital transformation drives lasting operational excellence.  AI AND PREDICTIVE OPERATIONS   AI and predictive analytics are reshaping how organizations manage assets. These tools forecast failures, analyze patterns and support faster decisions. But AI delivers value only when people understand it. Have you heard about Leafcutter?   Radix works with customers to apply AI strategically, ensuring it strengthens reliability, improves safety and drives efficiency across assets and processes. By embedding predictive analytics into day-to-day operations, we help teams anticipate issues before they occur and make decisions with confidence.  The value of AI lies in results that can be measured and trusted. By focusing on practical, measurable benefits, Radix ensures AI becomes a tool that delivers tangible operational value, not just a technical capability.  CROSS-FUNCTIONAL COLLABORATION & INNOVATION   Transformation fails when it happens in silos. Success requires IT and leadership to share a unified vision. At Radix, our team helps turn customer vision into progressive value at scale.  This alignment builds confidence, creates momentum, and allows teams to see how their work supports the transformation journey through their enterprise.  Transformation is not a once-off project. It is an ongoing, enterprise-wide commitment to improvement. Technology evolves, processes shift, and teams must adapt. Through our collaboration with the most agile technology partners, we show how new tools make work easier, safer and more efficient. When benefits are visible, teams stay engaged.    HOW C-LEVELS MOVE TRANSFORMATION FROM VISION TO VALUE   Digital enterprise transformation is about setting priorities, making choices and delivering results that matter and scale the entirety of your organization. Radix becomes valued lifelong partners with clients helping them turn ambitious plans into measurable improvements in reliability, safety and operational performance. We bridge innovation and execution to ensure every initiative creates tangible, data-driven value for customers.    How to turn your vision into value - the executive playbook:   1. Prioritize reliability. Identify the assets and processes that matter most. Make improvements visible so teams see the value and act confidently.  2. Make data intelligence actionable. Data alone does not drive results. Radix turns operational data into insights that prevent downtime, optimize performance, and support smarter decisions.  3. Apply AI with purpose. Predictive analytics and AI only deliver value when tied to business outcomes. Radix demonstrates how AI enhances safety, efficiency and operational predictability.  4. Align teams through collaboration. Transformation succeeds when every function understands how it contributes to enterprise-wide goals. Clear communication ensures alignment and accelerates adoption.  5. Embrace agility and continuous improvement. Technology evolves fast, and so must operations. Radix helps teams adopt new tools, refine processes and continuously strengthen performance.  Every optimized asset, every smarter process, and every insight acted upon translates into measurable operational value. Radix ensures that customer vision becomes real, lasting impact across the business and the communities it serves.  To learn more, visit www.radixeng.com .   About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com       Do you want to stay connected with Radix? Subscribe with us today.

By Flavio Guimarães, Global Head of Alliances and Practices, Radix   Key Takeaways:   Single-platform strategies often fail  because they create vendor lock-in, bottlenecks, scalability issues and persistent silos.  Multi-platform integration is the smarter path , unlocking value from existing systems and enabling innovation across APM, AI and supply chain operations.  Radix as a vendor-neutral system integrator  ensures industrial data interoperability and builds a future-ready ecosystem while supporting FAIR principles.  Many industrial leaders dream of a single platform that can unify all their data, APM integration , supply chain insights, AI forecasts and operational performance into one seamless, “single pane of glass.” It sounds elegant, simple and efficient.  But here is the hard truth: it does not work. Industrial ecosystems are too complex, too distributed and too heterogeneous for any one platform to handle all of the challenges   The challenge is not the platform itself, it is how we think about industrial data strategy . Industrial environments generate vast, fragmented data streams. These streams come from IT systems, operational technology (OT), engineering tools and third-party analytics platforms. Each is designed for a specific purpose with its own architecture, protocols and interfaces.   Expecting one vendor to unify this entire ecosystem is unrealistic. The systems are simply too varied and specialized to be combined perfectly in a single solution. The result is often complexity, gaps and inefficiencies rather than clarity and control.  In this article you will learn:   Why single-platform strategies often fail  How multi-platform interoperability unlocks value across operations  How Radix acts as a vendor-neutral system integrator  to connect industrial data  How applying FAIR principles ( Findable, Accessible, Interoperable, Reusable )  can maximize data value across platforms    Truth: Industrial data interoperability is messy  Let’s be honest: Industrial data interoperability  is messy. Legacy systems, mergers, siloed departments, and specialized analytics platforms all add layers of complexity. Every system speaks its own language, and most were never built to talk to each other. The result? Teams end up manually stitching dashboards together, juggling spreadsheets, or relying on clunky workarounds that introduce risk and slow operations.  Most industrial ecosystems fall short of meeting the Interoperable  and Reusable  aspects of FAIR. Sure, the data exists, but without standard interfaces and smart integration, it’s trapped, sitting in silos instead of driving decisions across departments, sites, or applications. And if your data isn’t  Findable  or Accessible , forget about leveraging AI, predictive analytics, or supply chain insights to actually move the needle.  Why single-platform strategies fail  Trying to manage all industrial data through a single platform sounds simple, but it rarely works. There are four critical reasons  why putting all your eggs in one platform basket rarely works:  Vendor lock-in : Dependence on one vendor limits flexibility. You are constrained by their roadmap, updates and pricing. Switching later is expensive and disruptive.  Innovation bottlenecks : New AI tools, predictive analytics and digital twins often need specialized connections. Monolithic platforms struggle to integrate these, limiting the value of APM integration.   Scalability limits : Industrial data grows fast. High-frequency sensors, complex simulations and multi-site operations can overwhelm a single platform.  Persistent silos : Departments have different needs. A single system rarely meets all requirements, leaving gaps in visibility and slowing enterprise-wide decision-making.  Bottom line:  Single platforms cannot handle the complexity, diversity and growth of industrial data. Enterprises need multi-platform integration  and FAIR-aligned practices to stay flexible, scalable and ready to innovate.  Multi-platform integration unlocks value  Stop thinking in terms of “one platform to rule them all.” The key is connecting platforms, not replacing them .  With FAIR-aligned data — Findable, Accessible, Interoperable, Reusable — you can:  Plug in AI, predictive analytics, digital twins, and APM integration  without disruption  Get more value from your existing tools  Drive insights across teams, sites, and functions  The result is smarter decisions, faster innovation, and real operational impact , all without the risk of vendor lock-in.  Radix acts as a vendor-neutral system integrator  Radix  operates at the intersection of multiple vendors, technologies, and industrial domains . By staying vendor-neutral , we design integration strategies that prioritize your operational goals , not a single technology roadmap. This ensures you get maximum value from every investment, without costly rip-and-replace cycles.  How we make it work:  Radix Leafcutter : Orchestrates OT, IT, and business systems for seamless multi-platform integration   JO.AI : Delivers predictive and prescriptive insights  to turn fragmented data into actionable intelligence  Asset Performance Management (APM) : Monitors and optimizes asset performance for higher uptime and efficiency  The result:  Connected ecosystem : Data flows across platforms, departments, and sites  Actionable insights : Operations, supply chain, and maintenance teams can make data-driven decisions  FAIR-aligned : Data is Findable, Accessible, Interoperable, and Reusable   Measurable impact : Reduced downtime, optimized production, improved energy management, and cost control  The focus is not on any single technology. It’s on strategy . Industrial data strategy requires understanding the ecosystem, the limitations of individual systems, and designing solutions that connect the dots without creating new silos .  Build the ecosystem, not the empire  Industrial success doesn’t come from forcing every operation onto a single platform. It comes from embracing the complexity of industrial data and designing strategies that prioritize multi-platform integration, ecosystem collaboration, and intelligent interoperability.  The real question isn’t which system can do it all, it’s:  how do we connect the tools, processes, and data streams you already have to create real, actionable value across the enterprise?   Companies that get this right break down silos, enable seamless data flow, and make decisions based on insights rather than assumptions. The focus is not on technology, it’s on strategy, connection, and the ability to turn complexity into advantage.    About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com       Do you want to stay connected with Radix? Subscribe with us today.

By Trudi Hable,   Chief Revenue Officer, North America   In asset-intensive industries , data should be (is) the most valuable operational asset inside the business. But for most organizations, it’s trapped: locked inside proprietary systems, stranded on aging equipment, or scattered across plants and platforms that can’t interact.     Interoperability isn’t a feature. It makes production, maintenance, quality, and business systems speak the same language in real time so data can move, be trusted, and drive action—regardless of vendor, protocol, or site.  Interoperability is the foundation of industrial intelligence. And without it, digital transformation stalls before it starts.  After two decades working across engineering, manufacturing, and industrial tech, I’ve learned a simple truth: organizations don’t struggle because they lack data; they struggle because their data can’t move. Interoperability unlocks that movement.  In this article, you will learn:   Why data interoperability is critical for improving productivity, managing risk, and improving ESG outcomes in asset-intensive industries  How Radix connects multivendor systems, to unify fragmented data and create pragmatic recommendations for business  What role interoperability plays in unlocking Industrial AI, predictive analytics, and enterprise-wide operational intelligence  Why interoperability is the new competitive advantage in 2026  Every executive I speak with (be they a CIO, COO, CFO, or ESG leader) is facing the same pressure: Show measurable improvement in productivity, cost, risk, and sustainability outcomes.   Of course, if their data is locked in siloed infrastructure, that’s simply impossible! Open, connected systems give organizations the ability to:  See operations clearly  across sites, vendors, and equipment  Act predictively , instead of reacting to failures or compliance issues  Quantify value  by linking operational insights to financial outcomes  Scale digital initiatives , instead of rebuilding integrations plant by plant  Faster decisions (minutes, not days)  Fewer manual handoffs & errors  Higher uptime and throughput  Cleaner compliance & audit trails  Lower total cost to integrate new apps  Data interoperability  is not a system design choice. It is what moves the needle on margins, uptime, safety, and ESG reporting.  The reality: most industrial data is still stuck  Most industrial systems were not designed with modern connectivity in mind. SCADA and PLC architectures were built for control and protection, not cross-platform data exchange. Vendors built proprietary protocols to optimize performance for their own ecosystems, not for multivendor integration.  Over time, organizations adopted:  Legacy control systems that still perform critical functions  Vendor-specific communication standards  Custom integrations that are difficult to maintain  Distributed point solutions for specific use cases  Executives want enterprise-wide visibility, but the technology stack they inherited gives them only fragments.  Interoperability is how we bridge that gap.  How Radix helps organizations build connected ecosystems  At Radix, interoperability is a core discipline. My team focuses on building the partnerships  and frameworks that help customers create multivendor, multi-system environments that operate as one.  That includes:  Vendor-neutral platforms  that unify HVAC, power, SCADA, PLCs, historians, and ever-more diverse and complex systems  Protocol-agnostic architecture  that bridges BACnet, Modbus, OPC UA, MQTT, SNMP, amongst others  Edge intelligence  that brings context and structure to raw equipment data  Centralized data repositories  that eliminate duplication and misinformation  Technology partnerships  that bring customers best-in-class analytics, modeling, and AI  Industry standards participation  that shapes the future of data exchange  A unified data ecosystem creates sustainable, continuous transformation, rather than singular projects.  Why this matters to the C-suite  Executives need results: the wish to interrogate their data, and more dashboards are not the solution. By creating open systems, we enable interoperability that drives the outcomes they seek:  Operational efficiency : fewer surprise failures, faster troubleshooting, better asset utilization  Risk reduction : better visibility, fewer regulatory surprises, stronger safety performance  Financial performance : lower operating costs, smarter capital allocation, measurable ROI  Sustainability proof : traceable, auditable data that stands up to regulatory and investor scrutiny  Scalability : the ability to replicate wins across the entire organization  When systems connect, data becomes intelligence. Interoperability is how operational excellence scales.  Interoperability is the foundation for industrial AI  AI delivers value by ‘seeing’ the full picture. Everything from predictive analytics to prescriptive maintenance, to digital twins, and real-time ESG reporting all depend on clean, connected, and contextualized data.   By connecting assets, systems, and teams, interoperability provides the comprehensive, trustworthy data your AI platform needs to deliver effective recommendations for business. This data allows you to predict equipment failures before they happen, optimize processes across multiple sites, and make data-driven sustainability decisions that withstand regulatory and investor scrutiny.  In other words, interoperability turns AI from an interesting experiment into a scalable, enterprise-level capability. It’s what allows companies to transform operational data into measurable business outcomes, from higher uptime and lower costs to stronger ESG performance.   Without interoperability, AI is guesswork; with it, AI becomes a strategic advantage.  The future is open   Openness is the key to industrial transformation. By adopting open standards, integrated systems, and collaborative networks, asset-intensive industries will activate operational intelligence across people, processes, and assets.   This approach builds resilience, efficiency, and measurable business value. Closed systems hold back progress. Open systems accelerate it. Interoperability isn’t just the backbone of digital transformation; it’s the engine of reliability, profitability, and sustainable growth.  Turn fragmented data into enterprise insight  We work with asset-intensive organizations to create interoperable ecosystems that connect operations, engineering, and finance. The goal is simple: give leaders the visibility and confidence to make better decisions across every site.  [Explore Radix capabilities →] Link to:  https://www.radixeng.com/solutions          About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com       Do you want to stay connected with Radix? Subscribe with us today.

Implementing predictive maintenance in mining doesn’t require a massive overhaul, it requires a structured journey from raw data to informed action. A proven roadmap includes four key stages:   1. Connect and Contextualize the Data PdM starts with the integration of key data sources such as: Sensor and vibration data SCADA and PLC signals PI System / historian data Maintenance logs and CMMS OEM recommendations Process KPIs Contextualization, knowing which data belongs to which asset and under which operating conditions, is essential. Without context, data remains noise.   2. Build Asset Health Models Once data is organized, engineers define: Asset hierarchies Failure modes and effects Health indicators and performance thresholds Process and operational dependencies This step creates a foundation for early understanding of degradation patterns.   3. Apply Analytics and Machine Learning Advanced analytics transform asset health models into predictive tools. These techniques help identify: Anomalies in equipment behavior Degradation trends Remaining useful life (RUL) Leading indicators of failure This is where organizations shift from simply monitoring data to diagnosing and forecasting .   4. Turn Insights Into Action Predictions only drive value when they are connected to operations and maintenance workflows. This includes: Automated alerts Integration with CMMS for work orders Visual dashboards for reliability teams Root cause analysis Continuous improvement cycles Scaling these insights across multiple sites creates a shared operational intelligence that benefits the entire mining enterprise.   A Realistic Example: Avoiding a Critical Failure Consider a common mining asset: a conveyor pulley bearing. Failures in this component can halt production for hours or days. By integrating vibration readings, temperature data, and runtime patterns into an asset model, a mining operator detected abnormal bearing behavior weeks before  failure. Maintenance planners scheduled an intervention during a noncritical production window, avoiding a costly outage and ensuring continued plant reliability. This is the power of predictive maintenance: transforming avoided failures into measurable operational savings.   Scaling Predictive Maintenance Across the Organization The long-term success of predictive maintenance depends not only on technology but also on people and processes. Mining organizations that scale PdM effectively invest in: Data governance  and standardization Integration between operations, maintenance, and IT/OT Training and upskilling of maintenance and reliability teams Standard asset templates  to replicate models across sites Change management  to embed new decision workflows Predictive maintenance is not a one-time project, it is a continuous journey of improving reliability and operational performance.   Conclusion: Predictive Maintenance as a Strategic Advantage Mining companies do not need more data—they need better decisions. Predictive maintenance empowers organizations to transform data into foresight, foresight into decisions, and decisions into sustainable value. When supported by the right digital foundation, analytics capabilities, and operational alignment, PdM becomes a key driver of safer, more efficient, and more resilient mining operations.   How Radix Can Help Radix partners with mining companies to design, implement, and scale predictive maintenance programs across all operational levels, from data architecture and asset modeling to advanced analytics and enterprise deployment. If you’re looking to accelerate your predictive maintenance journey, our experts can help guide the transition from reactive to predictive operations. Ready to turn data into action? Radix helps mining teams catch problems before they happen, boost efficiency, and make smarter operational decisions. See how our metals and mining solutions can transform your operations.  Learn more about Radix Metals and Mining          About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com       Do you want to stay connected with Radix? Subscribe with us today.

By: Carlos Soto, Industry Business Manager, Radix  On October 20 th  at 9:30 am local time, shortly after the world's most visited museum opened, thieves reportedly arrived at the Louvre. Four minutes later they made their escape on two scooters waiting outside with priceless jewels.    Two of the thieves got inside by cutting through the window with power tools. The room they entered had no working CCTV cameras, according to French media. According to reports  the password for the Louvre’s video surveillance system was “Louvre.”    Daring heists are similar to cyber-attacks. They are only successful when well-planned thieves find and exploit the weakest links of a network. The main takeaway from the Louvre heist isn’t simply for IT security to use stronger passwords on seemingly innocuous nodes or systems.   The real lesson in the Louvre heist is that securing data with the same vigor that you protect your assets is essential to thwarting impending attacks.    I recently used this analogy on a Fedinisder.com webinar,  “Addressing Security Holes in Air Gapped Environments.”  By definition, an Air Gapped environment, like the Louvre when closed, is cut off from the outside world to protect critical assets.  “They are regarded as one of the most secure types of environments currently operating in both government and private service,” according to John Breeden, Moderator and Contributing Editor for Fedinsider.com .    While air-gapped networks do offer a great deal of security, there are still a lot of challenges involved in protecting them. In fact, if you are not careful, having an air-gapped network can create a false sense of security.     A Secret Tip to Stronger Air Gaps   From insider threats and supply chain tampering to peripheral and sensor proximity risks, there are a host of challenges that dilute the security of air-gapped environments. Yet by having a set of strong operating procedures and robust recruiting and training policies, organizations can take large strides in securing their air-gapped environments.   During the webinar one of the lesser-known tips I provided is a robust data lifecycle management policy. If protecting your data is as important as protecting the operational technology, the industrial control system, the SCADA and equipment – then your air gapped environment needs to have a strong focus on data architecture maturity.  This needs to go beyond policy, procedures and management and include data cataloging, prioritization, storage, and transportation. One example we discussed is the need to leverage a solution like Radix Leafcutter to quick and effectively move data that has to leave an air-gapped environment for operational purposes – whether analysis, reporting, or archival.   Products like Leafcutter stream up to 1 billion data points per day to a secure data lake empowering users to send process data from historians to the cloud with under two seconds of latency. With solutions like Leafcutter, air-gapped networks can simplify hardware supply chain tampering, and unnecessary peripherals, enforcing stricter device placement.   Get started today by visiting Leafcutter™ | Radix North America  and setting up a demo with one of our professionals.         About Radix      Founded in 2010, Radix is a privately held technology solutions and services company operating globally, empowering customers with consulting, engineering, operations technology, and digital solutions. Radix combines key capabilities and practices to enable our worldwide customers to thrive in their technology journey. With North American headquarters in Houston, TX, and headquarters in Rio de Janeiro, Brazil, including offices in São Paulo and Belo Horizonte, Radix provides technology-based, data-driven solutions to asset-intensive industries. Radix's robust capabilities extend to more than 30 countries worldwide. Learn more: www.radixeng.com       Do you want to stay connected with Radix? Subscribe with us today.