Artificial Intelligence & Automation

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labelAll Posts todayMay 29, 2025

Industry Insights: An interview with Jay Bhatty, CEO of NatGasHub.com – Part 3: Technology & Trading

In the third segment of his interview with Howard Walper, Jay Bhatty, CEO of NatGasHub.com, shares the origin story of a platform that’s reshaping natural gas trading. Born from the inefficiencies of navigating hundreds of pipeline websites, NatGasHub now automates critical workflows across the trade lifecycle. Jay reflects on early ...

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labelAll Posts todayMay 29, 2025

Industry Insights: An interview with Jay Bhatty, CEO of NatGasHub.com – Part 2: So You Want to Be a Scheduler

Jay Bhatty, CEO of NatGasHub.com, joins Howard Walker to discuss how automation and AI are transforming natural gas trading. From streamlining operations to supporting ESG goals, Jay explains how data-driven tools are giving traders a crucial edge. “That’s where the money is made,” he says in this forward-looking conversation on ...

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labelAll Posts todayFebruary 28, 2025

Risk Acceleration 2025: Navigating geopolitical uncertainty, algorithmic trading growth, and the rise of tail-event scenarios

Risk Acceleration 2025 will tackle the most pressing challenges shaping energy and commodity markets, from geopolitical uncertainty and shifting trade policies to the rapid rise of algorithmic trading and AI-driven risk management. Join Nasdaq, Commodities People, and leading industry experts as they explore the tools and strategies needed to navigate ...

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labelAll Posts todayFebruary 27, 2025

Maximizing Returns: Technical strategies for commodities and energy investment in 2025

Discover advanced strategies for compounding efficiency and risk management in complex options portfolios. This article covers the role of AI in technical analysis, techniques for managing fluctuating markets, and the importance of balancing debt, transparency, and dynamic hedging to build resilient portfolios in commodities and energy sectors.

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LEAD ETRM/CTRM PARTNER
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Molecule is the modern and reliable ETRM/CTRM. Built in the cloud with an intuitive, easy-to-use experience at its core, Molecule is the alternative to the complex systems of the past. With near real-time reporting, 30-plus integrations, and headache-free implementations, Molecule gets your ETRM/CTRM out of your way - because you have more valuable things to do with your time.

Molecule provides next-generation P&L, and near real-time VaR and position reporting for companies that trade any kind of commodity. Molecule can be used for power, natural gas, crude oil, renewables, biofuels, liquids, metals, agricultural products, softs and FX futures/options. Find out more at MOLECULE.IO.
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Molecule is the modern and reliable ETRM/CTRM. Built in the cloud with an intuitive, easy-to-use experience at its core, Molecule is the alternative to the complex systems of the past. With near real-time reporting, 30-plus integrations, and headache-free implementations, Molecule gets your ETRM/CTRM out of your way - because you have more valuable things to do with your time.

Molecule provides next-generation P&L, and near real-time VaR and position reporting for companies that trade any kind of commodity. Molecule can be used for power, natural gas, crude oil, renewables, biofuels, liquids, metals, agricultural products, softs and FX futures/options. Find out more at MOLECULE.IO.
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Founded in 2016, cQuant.io is an industry leader in analytic solutions for energy and commodity companies. Specializing in Total Portfolio Analysis, cQuant’s cloud-native SaaS platform simulates all risk factors, optimizes portfolio decisions, and includes dynamic reports and dashboards for better decision making. cQuant’s customers have greater insight into their financial forecasts and the drivers of value and risk in their business. 

cQuant is a team of senior quantitative model developers, experienced energy analysts, software developers and cloud infrastructure experts. Leveraging decades of energy experience, cQuant is committed to serving the present and future analytic landscape with the most accurate models and highest performance in the industry. The field of analytics is changing rapidly and cQuant is dedicated to offering the latest advantages to their customers.
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Founded in 2016, cQuant.io is an industry leader in analytic solutions for energy and commodity companies. Specializing in Total Portfolio Analysis, cQuant’s cloud-native SaaS platform simulates all risk factors, optimizes portfolio decisions, and includes dynamic reports and dashboards for better decision making. cQuant’s customers have greater insight into their financial forecasts and the drivers of value and risk in their business. 

cQuant is a team of senior quantitative model developers, experienced energy analysts, software developers and cloud infrastructure experts. Leveraging decades of energy experience, cQuant is committed to serving the present and future analytic landscape with the most accurate models and highest performance in the industry. The field of analytics is changing rapidly and cQuant is dedicated to offering the latest advantages to their customers.
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capSpire is a global consulting and solutions company that creates, customizes, and implements value-driving technology for commodity-focused organizations. Fueled by direct industry experience in commodities trading, risk management and analytics, they offer expertise in business process advisory, managed services and operations consulting.
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capSpire is a global consulting and solutions company that creates, customizes, and implements value-driving technology for commodity-focused organizations. Fueled by direct industry experience in commodities trading, risk management and analytics, they offer expertise in business process advisory, managed services and operations consulting.
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FIS is a leading provider of technology solutions for merchants, banks and capital markets firms globally. Our more than 55,000 people are dedicated to advancing the way the world pays, banks and invests by applying our scale, deep expertise and data-driven insights. We help our clients use technology in innovative ways to solve business-critical challenges and deliver superior experiences for their customers. Headquartered in Jacksonville, Florida, FIS is a Fortune 500® company and is a member of Standard & Poor’s 500® Index.
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FIS is a leading provider of technology solutions for merchants, banks and capital markets firms globally. Our more than 55,000 people are dedicated to advancing the way the world pays, banks and invests by applying our scale, deep expertise and data-driven insights. We help our clients use technology in innovative ways to solve business-critical challenges and deliver superior experiences for their customers. Headquartered in Jacksonville, Florida, FIS is a Fortune 500® company and is a member of Standard & Poor’s 500® Index.
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Digiterre is a software and data engineering consultancy that enables technological and organisational transformation for many of the world’s leading organisations. We envisage, design and deliver software and data engineering solutions that users want, need and love to use.

We deliver “Agility at Greater Velocity”, because we care about creating outstanding outcomes and because we take ownership for solving the toughest technical challenges. As a result of this approach, we typically deliver high-risk, high-profile and time-constrained projects in less time than competitors, often significantly so.

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Digiterre is a software and data engineering consultancy that enables technological and organisational transformation for many of the world’s leading organisations. We envisage, design and deliver software and data engineering solutions that users want, need and love to use.

We deliver “Agility at Greater Velocity”, because we care about creating outstanding outcomes and because we take ownership for solving the toughest technical challenges. As a result of this approach, we typically deliver high-risk, high-profile and time-constrained projects in less time than competitors, often significantly so.
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emsys VPP is a pioneer in the development of Virtual Power Plants and ranks as a leading international provider. Our sophisticated technology is offered as a Software-as-a-Service solution and digitally connects decentralized power generators, storage facilities and controllable consumers via a common control room. It is used by numerous energy suppliers and aggregators to monitor, remotely control, and profitably market aggregated electricity production.
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emsys VPP is a pioneer in the development of Virtual Power Plants and ranks as a leading international provider. Our sophisticated technology is offered as a Software-as-a-Service solution and digitally connects decentralized power generators, storage facilities and controllable consumers via a common control room. It is used by numerous energy suppliers and aggregators to monitor, remotely control, and profitably market aggregated electricity production.
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With its precise wind and solar power forecasts and comprehensive consulting services, energy & meteo systems is one of the major international providers of forward-looking services and IT products for the market and grid integration of renewable energies. Power traders, aggregators, grid operators as well as solar and wind farm operators on all continents rely on our digital solutions and sound expertise to manage the energy transition.
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With its precise wind and solar power forecasts and comprehensive consulting services, energy & meteo systems is one of the major international providers of forward-looking services and IT products for the market and grid integration of renewable energies. Power traders, aggregators, grid operators as well as solar and wind farm operators on all continents rely on our digital solutions and sound expertise to manage the energy transition.
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deltaconX regulatory platform is an innovative software service catering for European Financial & Energy Market participants enabling our customers to meet various regulatory requirements all over the globe such as EMIR, REMIT, MiFIR/MiFID II, FMIA, US-Dodd Frank, MAS, HKMA, ASIC, etc.

Through full automation and dynamic error handling, reporting processes are massively simplified, minimising manual workload and human errors. At deltaconX we harness technology to make regulatory compliance processes fast, easy and cost effective.
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deltaconX regulatory platform is an innovative software service catering for European Financial & Energy Market participants enabling our customers to meet various regulatory requirements all over the globe such as EMIR, REMIT, MiFIR/MiFID II, FMIA, US-Dodd Frank, MAS, HKMA, ASIC, etc.

Through full automation and dynamic error handling, reporting processes are massively simplified, minimising manual workload and human errors. At deltaconX we harness technology to make regulatory compliance processes fast, easy and cost effective.
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Sparta enables traders to identify opportunities with complete clarity and conviction. We are built by traders, for traders, so we know the competitive advantage you need is to be able to identify and capture opportunities first. We know that your current processes make that difficult. We know that maximising your speed to market will give you the edge. We know that you need intelligence and insights, not just data. We know that you want to trade, not just populate spreadsheets. That’s why we built the first and only all-in-one pricing, forecasting and live intelligence platform to deliver actionable, tradable market insights. Sparta sources and cleans high-quality data from world-leading brokerages and data houses, then analyses and interprets that data for you in real-time, enabling you to confidently determine where opportunities exist, maximise your speed to market and, ultimately, trade with conviction.
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Sparta enables traders to identify opportunities with complete clarity and conviction. We are built by traders, for traders, so we know the competitive advantage you need is to be able to identify and capture opportunities first. We know that your current processes make that difficult. We know that maximising your speed to market will give you the edge. We know that you need intelligence and insights, not just data. We know that you want to trade, not just populate spreadsheets. That’s why we built the first and only all-in-one pricing, forecasting and live intelligence platform to deliver actionable, tradable market insights. Sparta sources and cleans high-quality data from world-leading brokerages and data houses, then analyses and interprets that data for you in real-time, enabling you to confidently determine where opportunities exist, maximise your speed to market and, ultimately, trade with conviction.
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Loqsea Technology Ltd ‘Risk Manager’ is a comprehensive and affordable commodity trading platform for front - office Trading and Risk Management. It features electronic trading with exchanges and it has Live position and Live P&L, setting us apart from other CTRMs. It is a SaaS offering making implementation and ongoing maintenance simplified and inexpensive.

Risk manager has Live trade capture, OTC blotters, Futures, Options, Var and ‘on demand’ exchange margination. Live Position Matrices and Live LME trading cards make position visualisation and reconciliation easy.

Live P&L views ensure that the risk is managed properly and accurately. Both ‘end of day’ and intra - day ‘snapshots’ facilitate the management of risk on a timely basis.
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Loqsea Technology Ltd ‘Risk Manager’ is a comprehensive and affordable commodity trading platform for front - office Trading and Risk Management. It features electronic trading with exchanges and it has Live position and Live P&L, setting us apart from other CTRMs. It is a SaaS offering making implementation and ongoing maintenance simplified and inexpensive.

Risk manager has Live trade capture, OTC blotters, Futures, Options, Var and ‘on demand’ exchange margination. Live Position Matrices and Live LME trading cards make position visualisation and reconciliation easy.

Live P&L views ensure that the risk is managed properly and accurately. Both ‘end of day’ and intra - day ‘snapshots’ facilitate the management of risk on a timely basis.
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Value Creed is a unique team of energy experts with deep expertise in every stage of the commodity value chain as well as CTRM platform ownership from process design & software selection through run/operate maturity. Specializing in both complex projects and day-to-day CTRM managed services, we support thousands of CTRM users/ energy market participants 24/7/365.

As an ISO 9001 certified company and member of Inc. 5000’s list of America’s fastest- growing private companies, we adhere to the best quality management practices and you can rely on us to maintain our quality and stability in all advisory & CTRM services.

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Value Creed is a unique team of energy experts with deep expertise in every stage of the commodity value chain as well as CTRM platform ownership from process design & software selection through run/operate maturity. Specializing in both complex projects and day-to-day CTRM managed services, we support thousands of CTRM users/ energy market participants 24/7/365.

As an ISO 9001 certified company and member of Inc. 5000’s list of America’s fastest- growing private companies, we adhere to the best quality management practices and you can rely on us to maintain our quality and stability in all advisory & CTRM services.
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The Society of Technical Analysts (STA) is one the largest not-for-profit Technical Analysis Society in the world. The STA’s main objective is to promote greater use and understanding of Technical Analysis and its role within behavioural finance as the most vital investment tool available. Joining us gains access to meetings, webinars, educational training, research and an international, professional network. Whether you are looking to boost your career or just your capabilities – the STA will be by your side equipping you with the tools and confidence to make better-informed trading and investment decisions in any asset class anywhere in the world.

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The Society of Technical Analysts (STA) is one the largest not-for-profit Technical Analysis Society in the world. The STA’s main objective is to promote greater use and understanding of Technical Analysis and its role within behavioural finance as the most vital investment tool available. Joining us gains access to meetings, webinars, educational training, research and an international, professional network. Whether you are looking to boost your career or just your capabilities – the STA will be by your side equipping you with the tools and confidence to make better-informed trading and investment decisions in any asset class anywhere in the world.
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Headquartered in Switzerland, Commodity Trading Club is the world's largest community of professionals in commodity trading, shipping, and finance, spanning the entire globe. We provide a broad spectrum of benefits, including exclusive business networking events and a cutting-edge commodity trading platform, fostering members' career and business growth.
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Headquartered in Switzerland, Commodity Trading Club is the world's largest community of professionals in commodity trading, shipping, and finance, spanning the entire globe. We provide a broad spectrum of benefits, including exclusive business networking events and a cutting-edge commodity trading platform, fostering members' career and business growth.
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CTRMCenter™ is your source for everything ‘CTRM’. This online portal, managed by leading CTRM analysts – Commodity Technology Advisory LLC (ComTech), features the latest news, opinions, information, and insights on commodity markets technologies delivered by some of the industry’s leading experts and thought leaders. The site is visited by more than 1500 unique visitors per week. CTRMCenter also includes free access to all of ComTech’s research in the form of reports, white papers, interviews, videos, podcasts, blogs, and newsletters.
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CTRMCenter™ is your source for everything ‘CTRM’. This online portal, managed by leading CTRM analysts – Commodity Technology Advisory LLC (ComTech), features the latest news, opinions, information, and insights on commodity markets technologies delivered by some of the industry’s leading experts and thought leaders. The site is visited by more than 1500 unique visitors per week. CTRMCenter also includes free access to all of ComTech’s research in the form of reports, white papers, interviews, videos, podcasts, blogs, and newsletters.
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Trade Finance Global (TFG) is the leading trade finance platform. We assist companies to access trade and receivables finance facilities through our relationships with 270+ banks, funds and alternative finance houses.

TFG’s award winning educational resources serve an audience of 160k+ monthly readers (6.2m+ impressions) in print & digital formats across 187 countries, covering insights, guides, research, magazines, podcasts, tradecasts (webinars) and video.
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Trade Finance Global (TFG) is the leading trade finance platform. We assist companies to access trade and receivables finance facilities through our relationships with 270+ banks, funds and alternative finance houses.

TFG’s award winning educational resources serve an audience of 160k+ monthly readers (6.2m+ impressions) in print & digital formats across 187 countries, covering insights, guides, research, magazines, podcasts, tradecasts (webinars) and video.
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Level39 is a melting pot of innovators, investors, industry experts and ambitious entrepreneurs, pioneering change across the sectors that dictate our experiences in daily life - FinTech, Cyber Security, Data & AI, GreenTech, Life Sciences and more.

Our flexible co-working, private office space and ecosystem activities provide members with the tools they need to have a global financial and social impact. Level39 is where great minds don’t think like.
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Level39 is a melting pot of innovators, investors, industry experts and ambitious entrepreneurs, pioneering change across the sectors that dictate our experiences in daily life - FinTech, Cyber Security, Data & AI, GreenTech, Life Sciences and more.

Our flexible co-working, private office space and ecosystem activities provide members with the tools they need to have a global financial and social impact. Level39 is where great minds don’t think like.
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Energy Traders Europe promotes competition, transparency and open access in the European energy sector. We build trust in power and gas markets across Europe, so that they may underpin a sustainable and secure energy supply and enable the transition to a carbon neutral economy. We do this by; working to improve the functionality and design of European gas, electricity and associated markets for the benefit of the overall economy, society and especially end consumers; developing and maintaining standard wholesale supply contracts and standardising related transaction and business processes; and facilitating debate amongst TSOs, regulators, policy makers, traders and others in the value chain about the future of the European energy market. We represent more than 150 member companies, active in over 27 European countries.
Energy Traders Europe promotes competition, transparency and open access in the European energy sector. We build trust in power and gas markets across Europe, so that they may underpin a sustainable and secure energy supply and enable the transition to a carbon neutral economy. We do this by; working to improve the functionality and design of European gas, electricity and associated markets for the benefit of the overall economy, society and especially end consumers; developing and maintaining standard wholesale supply contracts and standardising related transaction and business processes; and facilitating debate amongst TSOs, regulators, policy makers, traders and others in the value chain about the future of the European energy market. We represent more than 150 member companies, active in over 27 European countries.
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Energy Exemplar’s mission lies in ‘Empowering Transformative Energy Decisions’. Founded in 1999 in Adelaide, Australia, the company’s PLEXOS® modeling and simulation software is trusted by innovative organizations across the globe. On one unified platform, stakeholders from across the entire energy value chain are revolutionizing the energy ecosystem seamlessly planning for the future of energy with clarity, speed, and innovation.

Energy Exemplar also offers powerful solutions to enhance trading strategies through PLEXOS. Tailored for energy market traders and analysts, customizable, continuously refreshed PLEXOS fundamental models support advanced analytics, giving users a competitive edge in complex power markets. Based on fully calibrated models, customizable assumptions, and comprehensive market insights, PLEXOS equips traders to effectively manage market volatility, integrate renewable energy, and seize cross-border trading opportunities, all within a single, unified platform.  
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Energy Exemplar’s mission lies in ‘Empowering Transformative Energy Decisions’. Founded in 1999 in Adelaide, Australia, the company’s PLEXOS® modeling and simulation software is trusted by innovative organizations across the globe. On one unified platform, stakeholders from across the entire energy value chain are revolutionizing the energy ecosystem seamlessly planning for the future of energy with clarity, speed, and innovation.

Energy Exemplar also offers powerful solutions to enhance trading strategies through PLEXOS. Tailored for energy market traders and analysts, customizable, continuously refreshed PLEXOS fundamental models support advanced analytics, giving users a competitive edge in complex power markets. Based on fully calibrated models, customizable assumptions, and comprehensive market insights, PLEXOS equips traders to effectively manage market volatility, integrate renewable energy, and seize cross-border trading opportunities, all within a single, unified platform.
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Energy Tech Review is a guardian angel in this concern, assisting the service providers and business people to choose from the vast pool of enterprises who have worked in the energy sector to bring positive changes in our environment. Energy Tech Review aggregates the brightest minds, opinions, analyses, the latest technologies, and the most mind-boggling arguments about the critical issues that exist in the energy sector.

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Energy Tech Review is a guardian angel in this concern, assisting the service providers and business people to choose from the vast pool of enterprises who have worked in the energy sector to bring positive changes in our environment. Energy Tech Review aggregates the brightest minds, opinions, analyses, the latest technologies, and the most mind-boggling arguments about the critical issues that exist in the energy sector.

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ION Commodities is the leading provider of energy and commodity management solutions to organizations of all sizes. ION offers a comprehensive portfolio of innovative solutions that empower businesses operating in energy, commodity, and environmental certificate markets to adapt, grow, and unlock their full potential.

At ION, we go beyond traditional CTRM and ETRM solutions. We digitalize the complete contract lifecycle, addressing the entire value chain from trading and risk management to refining, processing, storage, logistics, distribution, and compliance. With ION solutions, you can buy, sell, hedge, trade, forecast, produce, refine, blend, schedule, move, store, invoice, settle, and report—all in one place.

ION's portfolio includes a suite of best-in-class CTRM and ETRM solutions like Agtech, Allegro, Aspect, Carbon Zero, TriplePoint, RightAngle, and Openlink. For value-added benefits, these solutions can be combined with ION’s complementary solutions: FEA (advanced trading and risk analytics), Softmar (vessel chartering), and WAM (supply chain optimization).
Lead Energy & Commodity Management Solutions Partner
ION Commodities is the leading provider of energy and commodity management solutions to organizations of all sizes. ION offers a comprehensive portfolio of innovative solutions that empower businesses operating in energy, commodity, and environmental certificate markets to adapt, grow, and unlock their full potential.

At ION, we go beyond traditional CTRM and ETRM solutions. We digitalize the complete contract lifecycle, addressing the entire value chain from trading and risk management to refining, processing, storage, logistics, distribution, and compliance. With ION solutions, you can buy, sell, hedge, trade, forecast, produce, refine, blend, schedule, move, store, invoice, settle, and report—all in one place.

ION's portfolio includes a suite of best-in-class CTRM and ETRM solutions like Agtech, Allegro, Aspect, Carbon Zero, TriplePoint, RightAngle, and Openlink. For value-added benefits, these solutions can be combined with ION’s complementary solutions: FEA (advanced trading and risk analytics), Softmar (vessel chartering), and WAM (supply chain optimization).
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At EY we Shape the Future with Confidence, with over 400,000 people globally across a full spectrum of skills and services augmented by the EY.ai platform, working together to help clients shape their future.

Our Commodities Markets professionals serve clients in the energy, mining and metals, advanced manufacturing and mobility, and consumer sectors across the globe.

Through high-performing teams with market-leading industry experience in trading, risk management, compliance, systems, finance, and accounting we help solve our clients most pressing issues.

Our Commodities Markets professionals bring proficiency in accounting, auditing, controls, quantitative analytics, commercial modeling, business transformation, trading systems, and digital augmentation.

Throughout the transaction life cycle - from inception to financial reporting - the insights and quality services we provide help build trust and confidence in the capital markets and in economies the world over.
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At EY we Shape the Future with Confidence, with over 400,000 people globally across a full spectrum of skills and services augmented by the EY.ai platform, working together to help clients shape their future.

Our Commodities Markets professionals serve clients in the energy, mining and metals, advanced manufacturing and mobility, and consumer sectors across the globe.

Through high-performing teams with market-leading industry experience in trading, risk management, compliance, systems, finance, and accounting we help solve our clients most pressing issues.

Our Commodities Markets professionals bring proficiency in accounting, auditing, controls, quantitative analytics, commercial modeling, business transformation, trading systems, and digital augmentation.

Throughout the transaction life cycle - from inception to financial reporting - the insights and quality services we provide help build trust and confidence in the capital markets and in economies the world over.
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Digital commodity solutions by commodities experts. ‍ClearDox® allows commodity-intensive businesses to secure a competitive advantage by digitizing and automating critical document-intensive processes. ClearDox provides the only intelligent automation platform created for commodity companies by commodity experts. By unlocking data across their business interactions embedded in hundreds of types of documents, our clients improve operational efficiencies and resiliency, while making smarter decisions.

ClearDox is unique in the space by offering turnkey solutions across agriculture, metals, renewables, oil, and gas, covering vital processes including trade confirmations and inventory/transportation management, along with invoice and letter of credit processing. At the core is a patented multi-faceted AI approach that intelligently extracts the appropriate data for processing and automates the reconciliation process.
LEAD COMMODITY INTELLIGENCE PARTNER
Digital commodity solutions by commodities experts. ‍ClearDox® allows commodity-intensive businesses to secure a competitive advantage by digitizing and automating critical document-intensive processes. ClearDox provides the only intelligent automation platform created for commodity companies by commodity experts. By unlocking data across their business interactions embedded in hundreds of types of documents, our clients improve operational efficiencies and resiliency, while making smarter decisions.

ClearDox is unique in the space by offering turnkey solutions across agriculture, metals, renewables, oil, and gas, covering vital processes including trade confirmations and inventory/transportation management, along with invoice and letter of credit processing. At the core is a patented multi-faceted AI approach that intelligently extracts the appropriate data for processing and automates the reconciliation process.
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In the Commodity Trading and Management business, expertise emerges as the most valuable resource. A deep understanding of the commodity trade lifecycle is what makes Quor Group, the leading Commodity Trading, and Commodity Management solutions provider.
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In the Commodity Trading and Management business, expertise emerges as the most valuable resource. A deep understanding of the commodity trade lifecycle is what makes Quor Group, the leading Commodity Trading, and Commodity Management solutions provider.
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KWA Analytics is a global consulting firm specializing in providing a full suite of services related to managing the entire trade lifecycle across various industries, such as Commodities, Energy, Treasury, and Capital Markets domains. The firm utilizes highly experienced consultants to help clients maximize the value they get from their system investments.
Lead Technology Advisory Partner
KWA Analytics is a global consulting firm specializing in providing a full suite of services related to managing the entire trade lifecycle across various industries, such as Commodities, Energy, Treasury, and Capital Markets domains. The firm utilizes highly experienced consultants to help clients maximize the value they get from their system investments.
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