# LLMs.txt - Sitemap for AI content discovery # globalMOO > Optimize your future --- ## Pages - [Manufacturing](https://globalmoo.com/use-cases/manufacturing/): Manufacturing Redefining Product Design and Engineering Trade-Offs Introducing globalMOO – your manufacturing optimization partner, purpose-built to conquer the complexity of... - [globalMOO](https://globalmoo.com/globalmoo/): Agent Driven Multi-Objective Inverse Solution and Optimization Next Level of Decision Intelligence: A Paradigm Shift globalMOO revolutionizes inverse solution and... - [globalMOO Pricing](https://globalmoo.com/globalmoo-pricing/): globalMOO Pricing das - [Terms and Conditions](https://globalmoo.com/terms-and-conditions/): 1. Introduction AIMOO LLC d/b/a globalMOO (“we,” “our,” or “us”) is committed to protecting the privacy and security of your... - [API Documents](https://globalmoo.com/api-documents/): Here are some useful links to utilize during your globalMOO journey globalMOO Documentation We provide extensive documentation on how to... - [globalMOO](https://globalmoo.com/): Agent Driven Multi-Objective Optimization Next Level of Decision Intelligence globalMOO revolutionizes optimization across industries, delivering unmatched speed and efficiency. ​... - [globalMOO Pricing-old](https://globalmoo.com/globalmoo-pricing-old/): globalMOO Pricing - [Schedule a Call](https://globalmoo.com/schedule-a-call/): Schedule a Meeting Transform your complex challenges into clear, efficient solutions with globalMOO’s cutting-edge multi-objective optimization technology. What is globalMOO?... - [Free Trial - Machine Learning](https://globalmoo.com/free-trial-machine-learning/): Understand Your AI with globalMOO: 15-Days Free Trial Unlock the full potential of your AI and Machine Learning models with... - [Free Trial - Engineering](https://globalmoo.com/free-trial-engineering/): Try globalMOO for 15 Days Unlock unprecedented precision in multi-variable optimization for complex engineering challenges. Experience the power of advanced... - [Free Trial - Logistics](https://globalmoo.com/free-trial-logistics/): Try globalMOO for 15 Days Revolutionize your supply chain with our advanced multi-objective optimization platform. Start navigating complex logistics challenges... - [Privacy Policy](https://globalmoo.com/privacy-policy/): Privacy Policy Effective Date: 26 Feb, 2024 Welcome to globalmoo. ai (“Website”). We are committed to protecting your privacy and... - [Terms Of Use](https://globalmoo.com/terms-of-use/): Terms of use Effective Date: 26 Feb, 2024 Welcome to globalmoo. ai (“Website”). These Terms of Use (“Terms”) govern your... - [Use Cases](https://globalmoo.com/use-cases/): Explore globalMOO Use Cases: Revolutionizing Operations Across Sectors Dive into how globalMOO transforms key operational areas, from streamlining logistics and... - [Products](https://globalmoo.com/products/): Explore Our Product Suite: Innovations Powering Solutions From accelerating multi-objective problem-solving with globalMOO to optimizing delivery routes with globalROUTE, our... - [Global Pack](https://globalmoo.com/products/global-pack/): globalPACK Package loading in containers or trucks for optimal load balancing, fleet utilization, and cost minimization. Efficient Loading of Containers... - [Global Cut](https://globalmoo.com/products/global-cut/): globalCUT globalCUT solves the Hamiltonian TSP for chip design, airline, trucking and routing applications. globalCUT is also objective-drive and adapts... - [Global Route](https://globalmoo.com/products/global-route/): globalROUTE Our Routing product combines our full suite of optimization products, including our powerful and efficient multi-objective optimization engine, to... - [Free trial](https://globalmoo.com/free-trial/): Try globalMOO for 15 Days Explore the ultimate in multi-objective optimization with our free trial, and start navigating your complex... - [Contact](https://globalmoo.com/contact/): Have questions?   Use our Discord Server to post questions/comments and see what others accomplish with globalMOO. Send us an... - [Engineering Analysis](https://globalmoo.com/use-cases/engineering-analysis/): Engineering Analysis Precision Optimization for Complex Engineering Challenges Introducing globalMOO – your advanced agent-based ally in engineering, designed to master... - [Executive Decision Making](https://globalmoo.com/use-cases/executive-decision-making/): Executive Decision Making Achieve Multiple Business Targets Without Trade-offs Real life business decisions require balancing multiple desired goals. Focusing on... - [Packing And Shipping Logistics](https://globalmoo.com/use-cases/packing-and-shipping-logistics/): packing and shipping logistics Multiple Trucks, Multiple Parcel Sizes, Multiple Destinations Optimized all at once. With globalMOO, simplify the labyrinthine... - [Loading And Routing Logistics](https://globalmoo.com/use-cases/loading-and-routing-logistics/): loading and routing logistics Streamlining Warehouse Operations and Routing for Seamless Delivery from Start to Finish From Warehouse to Final... - [Team](https://globalmoo.com/team/): Meet the Minds Behind globalMOO – Our Expert Team Driving Innovation Discover the diverse expertise and dedicated professionals at the... - [Industries](https://globalmoo.com/industries/): Pioneering Multi-Objective Optimization for Major Industries Unlock unparalleled efficiency and innovation across diverse sectors, from manufacturing to logistics, with globalMOO’s... - [globalMOO](https://globalmoo.com/products/global-moo/): A Breakthrough in Multi-Objective Optimization and Complex Problem Solving globalMOO represents a paradigm shift in multi-objective optimization and inverse solution... - [About](https://globalmoo.com/about/): Reshaping Industries with Agent-Driven Multi-Objective Optimization Welcome to the Future of Multi-Objective Optimization with globalMOO globalMOO’s Innovative AI Solutions Reshape... --- # # Detailed Content ## Pages ### Manufacturing - Published: 2025-04-24 - Modified: 2025-04-24 - URL: https://globalmoo.com/use-cases/manufacturing/ Manufacturing Redefining Product Design and Engineering Trade-Offs Introducing globalMOO – your manufacturing optimization partner, purpose-built to conquer the complexity of modern design trade-offs and deliver high-precision solutions across materials, geometry, and cost parameters. https://globalmoo. com/wp-content/uploads/2025/04/VaseOptimization. mp4 Optimize the design of products and the processes used to build them. The Challenge in Manufacturing Designing physical products isn’t just about hitting a target—it’s about balancing many competing objectives: Material cost vs. structural strengthWeight vs. volumeAesthetic proportions vs. manufacturability Traditional methods force you to prioritize these before you explore them. With globalMOO, you explore first—then prioritize. How globalMOO Solves the Challenge globalMOO flips the script by solving inverse problems across dozens (or hundreds) of variables and objectives simultaneously. In our featured demo, we optimize the shape and material mix of a metal vase.  Input variables:Vase height and shape dimensionsWall thicknessPercentages of copper, tin, zinc, and lead Objectives:Strength and strength ratioInterior and material volumeShipping constraints (e. g. , max radius)Alloy density and total cost From here, designers can explore tradeoffs, adjusting target objectives in real-time. Ready to save on costs while improving quality? Start Free Trial and Experience the Power of globalMOO! Refine your manufacturing designs and processes with globalMOO. Start Free Trial Contact us --- ### globalMOO - Published: 2025-04-22 - Modified: 2025-04-22 - URL: https://globalmoo.com/globalmoo/ Agent Driven Multi-Objective Inverse Solution and Optimization Next Level of Decision Intelligence:A Paradigm ShiftglobalMOO revolutionizes inverse solution and optimization across industries, delivering unmatched speed and efficiency. ​ Learn More Real world Problems Rarely Have a Single "Right Answer". Trustworthy and Powerful Decisions in Multi-Dimensions are Possible with globalMOO  Agent-driven inverse solution technology can solve any multi-outcome problem and optimize multiple objectives including black-box AI models delivering value across your organization by:Balancing the trade-offs mathematically between conflicting business objectives through multi-objective optimization. Automating decision intelligence by creating a seamless link between multi-outcome models and automated decision workflows.  Eliminating modifications to your models or infrastructure by implementing our sophisticated optimization method through five API endpoints.   Implementation is within days instead of months. Reducing risk by eliminating the human intervention by eliminating subjective weight assignments and lumping of objectives. Calculating bias and impact factor in the models: linear, non-linear and black box AI models. Providing true model explainability for multiple-outcomes providing model trustworthiness. Enabling edge-optimized smart optimization through a multi-threaded distributed computation algorithm, improving the computational efficiency of remote, distributed systems where decisions must be made locally. Implementing real-time optimization through its unique reusable knowledge repository.   WHAT is globalMOO? Agent-Based Expert System for Inverse Solutions globalMOO is a software API designed to optimize multiple objectives using many agents that are self-learning. Inversely solves and optimizes any model/algorithm, including black box AI models. It is delivered as a DLL with a powerful and easy-to-integrate API in multiple programming languages. Web API integration is also available. Easy plug-in, only five required endpoints for integration. Distinguishing Features​ Solves multiple objectives. globalMOO solves for multiple objectives efficiently using a multithreaded parallel implementation. The objectives may be in different units and scales. Does not require human intervention. No subjective weight assignments, no lumping. KKT and Pareto optimization in one pass. globalMOO can minimize one objective, maximize another, match the defined targets for others and constrain (greater than and/or less than) other targets all at the same time. For highly complex models, the user can provide additional knowledge to the agents. Model agnostic. No need to expose, simplify or reformulate your models. globalMOO can be applied to any predictive algorithm, be it a spreadsheet, physics-based simulator, system of analytical equations, or an AI-based model. globalMOO can solve the inverse of black-box models, including linear and non-linear complex problems. Flexible variable selection applicable to a wide range of problems. globalMOO can handle, float, integer and logical variables, in combination with categorical variables. globalMOO solves for multiple objectives efficiently using a multithreaded parallel implementation. The objectives may be in different units and scales. Does not require human intervention. No subjective weight assignments, no lumping. globalMOO can minimize one objective, maximize another, match the defined targets for others and constrain (greater than and/or less than) other targets all at the same time. For highly complex models, the user can provide additional knowledge to the agents. globalMOO can be applied to any predictive algorithm, be it a spreadsheet, physics-based simulator, system of analytical equations, or an AI-based model. globalMOO can solve the inverse of black-box models, including linear and non-linear complex problems. globalMOO can handle, float, integer and logical variables, in combination with categorical variables. WHY use globalMOO? True Multi-Outcome Inverse Solution and Optimization Fast and reliable. For Pareto-optimal search and selection, existing approaches require astronomical compute resources and excessive numbers of model evaluations. globalMOO quickly finds the Pareto-optimal conditions with a greedy learning algorithm. KKT-optimality. For Karush-Kuhn-Tucker (KKT-optimal) conditions, there are no known numerical approaches for larger problem sizes. globalMOO finds the KKT-optimal solution with a greedy learning algorithm for fast and reliable application. No user intervention. Approaches that rely on heuristic methods must be tailored for the specific problem at hand. globalMOO does not rely on subjective judgements, therefore it is applicable to any predictive model with precise outcomes. No scalarization. Many predictive software models yield outputs that are in different units. Current approaches require scalarization through heuristic weight assignments. Hence, the results are user-dependent and can rarely be described as optimal. globalMOO provides user-independent results. Energy efficient. globalMOO performs targeted optimization using inverse solution from the desired system objectives which speeds up the solution time and more efficiently uses computational resources. Edge computing. The structure of the API allows training of agents at compute centers, while the application of these agents can be performed by CPUs at the edge. Learning is done once, but the trained agents can be used many times for different inverse solution or optimization objectives. WHERE is it used? Most Common Practical Applications Calibration: All predictive models require calibration to the historically observed data.  globalMOO’s inverse solution capabilities for multiple outputs (including temporal) enables the user to define and solve for many variables to match the data. Optimization: globalMOO uses inverse solutions to minimize and/or maximize multiple objectives iteratively, including Pareto or KKT optimization. Mathematical Model Audit: globalMOO calculates impact factors of multiple-outcome models including black box AI models and recommends solutions to mitigate bias . HOW does it work? Just like subject matter experts, globalMOO agents learn from mistakes and gain experience​ In the learning stage, globalMOO prescribes a limited number of predictive model runs (numerical experiments) for its Agents to train on the inverse solution. Later, in the application stage, globalMOO provides guidance on how to update the input variables to reach the desired objectives. globalMOO drives efficiency and provides solutions that will reshape industries through balancing trade-offs between conflicting and heterogeneous objectives. Ready to Enhance Efficiency, Uncover Optimal Solutions, and Drive Innovation? Start Free Trial Contact us --- ### globalMOO Pricing - Published: 2025-04-18 - Modified: 2025-04-21 - URL: https://globalmoo.com/globalmoo-pricing/ globalMOO Pricing das --- ### Terms and Conditions - Published: 2025-04-16 - Modified: 2025-04-16 - URL: https://globalmoo.com/terms-and-conditions/ 1. IntroductionAIMOO LLC d/b/a globalMOO ("we," "our," or "us") is committed to protecting the privacy and security of your personal data. This Privacy Policy describes how we collect, use, and process your personal information in accordance with the General Data Protection Regulation (GDPR). 2. Data ControllerAIMOO LLC d/b/a globalMOO 1275 S Race St, Denver CO 80210 United States Email: privacy@globalMOO. com3. Personal Data We CollectWe may collect and process the following categories of personal data:Identity Data: Name, username, titleContact Data: Email address, telephone number, postal addressTechnical Data: IP address, login data, browser type and version, device informationUsage Data: Information about how you use our website and servicesMarketing Data: Your preferences regarding receiving marketing communications from us4. How We Collect Your Personal DataWe collect personal data through:Direct interactions (forms, correspondence)Automated technologies (cookies, server logs)Third parties (analytics providers, advertising networks)5. Legal Basis for ProcessingWe process your personal data on the following legal grounds:Consent: Where you have explicitly agreed to the processingContract: Where processing is necessary for performing a contract with youLegal obligation: Where processing is necessary for compliance with legal obligationsLegitimate interests: Where processing is necessary for our legitimate interests or those of a third party6. Purposes of ProcessingWe use your personal data for the following purposes:To register you as a new customerTo provide and manage our servicesTo manage our relationship with youTo improve our website and servicesTo send you marketing communications (if you have opted in)To comply with legal obligations7. Data RetentionWe will retain your personal data only for as long as necessary to fulfill the purposes for which it was collected, including legal, accounting, or reporting requirements. 8. Your RightsUnder the GDPR, you have the right to:Access your personal dataRectify inaccurate dataErase your data ("right to be forgotten")Restrict processing of your dataData portabilityObject to processingWithdraw consent at any timeTo exercise these rights, please contact us at privacy@globalMOO. com. 9. Data SecurityWe have implemented appropriate security measures to prevent your personal data from being accidentally lost, used, or accessed in an unauthorized way. 10. Data TransfersWe may transfer your personal data to countries outside the European Economic Area (EEA). When we do, we ensure a similar degree of protection by implementing safeguards such as Standard Contractual Clauses approved by the European Commission. 11. Third-Party LinksOur website may include links to third-party websites. Clicking on those links may allow third parties to collect or share data about you. We are not responsible for these third-party websites. 12. CookiesOur website uses cookies to distinguish you from other users. This helps us provide you with a good experience and allows us to improve our site. For detailed information about the cookies we use, please see our Cookie Policy. 13. Changes to This Privacy PolicyWe may update this Privacy Policy from time to time. We will notify you of significant changes by posting the updated policy on our website. 14. Contact UsIf you have any questions about this Privacy Policy or our privacy practices, please contact our Data Protection Officer:Jason Hopkins AIMOO LLC d/b/a globalMOO 1275 S Race St, Denver CO 80210 United States Email: privacy@globalMOO. comYou have the right to make a complaint at any time to the supervisory authority for data protection issues in your country. 15. Acknowledgment and AcceptanceBy using our services, you acknowledge that you have read and understood this Privacy Policy and agree to its terms. Last updated: April 16, 2025 --- ### API Documents - Published: 2025-03-17 - Modified: 2025-04-24 - URL: https://globalmoo.com/api-documents/ Here are some useful links to utilize during your globalMOO journey globalMOO Documentation We provide extensive documentation on how to most efficiently integrate and use the globalMOO APISee globalMOO in action using our Interactive Tutorial! Explore our extensive suite of example implementations to adopt and implement to your problems.   Run our examples to assess globalMOO accuracy and speed. Install and use our open-source globalMOO SDKs to quickly add globalMOO to your workflows:PythonJavaScriptPHPC#Utilize the workflow to integrate and test globalMOO capabilities using your own models. Don't forget to create your API key to test/run globalMOO. Chat with the ChatGPT-powered globalMOO Integration Helper. Still have questions?  Visit our Discord Server to post questions/comments and see what others have accomplished with globalMOO. Send us an email Feel free to reach out to us with any inquiries or questions you may have. We are here to assist you and provide solutions for your business needs. Get in touch with our team to explore how we can collaborate and contribute to your success. --- ### globalMOO - Published: 2024-12-11 - Modified: 2025-03-17 - URL: https://globalmoo.com/ Agent Driven Multi-Objective Optimization Next Level of Decision IntelligenceglobalMOO revolutionizes optimization across industries, delivering unmatched speed and efficiency. ​ Learn More WHAT is globalMOO? Agent-Based Expert System for Inverse Solutions globalMOO is a software API designed to optimize multiple objectives using many agents that are self-learning. Inversely solves and optimizes any model/algorithm, including black box AI models.  It is delivered as a DLL with a powerful and easy-to-integrate API in multiple programming languages.  Web API integration is also available. Easy plug-in, only five required endpoints for integration. Distinguishing Features​ Solves multiple objectives. globalMOO solves for multiple objectives efficiently using a multithreaded parallel implementation. The objectives may be in different units and scales. Does not require human intervention. No subjective weight assignments, no lumping. KKT and Pareto optimization in one pass. globalMOO can minimize one objective, maximize another, match the defined targets for others and constrain (greater than and/or less than) other targets all at the same time. For highly complex models, the user can provide additional knowledge to the agents. Model agnostic. No need to expose, simplify or reformulate your models. globalMOO can be applied to any predictive algorithm, be it a spreadsheet, physics-based simulator, system of analytical equations, or an AI-based model. globalMOO can solve the inverse of black-box models, including linear and non-linear complex problems. Flexible variable selection applicable to a wide range of problems. globalMOO can handle, float, integer and logical variables, in combination with categorical variables. globalMOO solves for multiple objectives efficiently using a multithreaded parallel implementation. The objectives may be in different units and scales. Does not require human intervention. No subjective weight assignments, no lumping. globalMOO can minimize one objective, maximize another, match the defined targets for others and constrain (greater than and/or less than) other targets all at the same time. For highly complex models, the user can provide additional knowledge to the agents. globalMOO can be applied to any predictive algorithm, be it a spreadsheet, physics-based simulator, system of analytical equations, or an AI-based model. globalMOO can solve the inverse of black-box models, including linear and non-linear complex problems. globalMOO can handle, float, integer and logical variables, in combination with categorical variables. WHY use globalMOO? True Multi-Objective Optimization Fast and reliable. For Pareto-optimal search and selection, existing approaches require astronomical compute resources and excessive numbers of model evaluations. globalMOO quickly finds the Pareto-optimal conditions with a greedy learning algorithm. KKT-optimality. For Karush-Kuhn-Tucker (KKT-optimal) conditions, there are no known numerical approaches for larger problem sizes. globalMOO finds the KKT-optimal solution with a greedy learning algorithm for fast and reliable application. No user intervention. Approaches that rely on heuristic methods must be tailored for the specific problem at hand. globalMOO does not rely on subjective judgements, therefore it is applicable to any predictive model with precise outcomes. No scalarization. Many predictive software models yield outputs that are in different units. Current approaches require scalarization through heuristic weight assignments. Hence, the results are user-dependent and can rarely be described as optimal. globalMOO provides user-independent results. Energy efficient. globalMOO performs targeted optimization using inverse solution from the desired system objectives which speeds up the solution time and more efficiently uses computational resources. Edge computing. The structure of the API allows training of agents at compute centers, while the application of these agents can be performed by CPUs at the edge. Learning is done once, but the trained agents can be used many times for different inverse solution or optimization objectives. WHERE is it used? Most Common Practical Applications Calibration: All predictive models require calibration to the historically observed data.  globalMOO’s inverse solution capabilities for multiple outputs (including temporal) enables the user to define and solve for many variables to match the data. Optimization: globalMOO uses inverse solutions to minimize and/or maximize multiple objectives iteratively, including Pareto or KKT optimization. HOW does it work? Just like subject matter experts, globalMOO agents learn from mistakes and gain experience​ In the learning stage, globalMOO prescribes a limited number of predictive model runs (numerical experiments) for its Agents to train on the inverse solution. Later, in the application stage, globalMOO provides guidance on how to update the input variables to reach the desired objectives. globalMOO drives efficiency and provides solutions that will reshape industries through balancing trade-offs between conflicting and heterogeneous objectives. Ready to Enhance Efficiency, Uncover Optimal Solutions, and Drive Innovation? Start Free Trial Contact us --- ### globalMOO Pricing-old - Published: 2024-12-05 - Modified: 2025-04-21 - URL: https://globalmoo.com/globalmoo-pricing-old/ globalMOO Pricing --- ### Schedule a Call - Published: 2024-08-29 - Modified: 2024-08-30 - URL: https://globalmoo.com/schedule-a-call/ Schedule a Meeting Transform your complex challenges into clear, efficient solutions with globalMOO's cutting-edge multi-objective optimization technology. What is globalMOO? globalMOO is a cutting-edge system designed for multi-objective optimization and efficient inverse problem solving. It represents a paradigm shift in handling complex problems across various fields including business, science, engineering, and operations. Key Features:Efficiently solves multiple objectives simultaneously, avoiding local minimaHandles hundreds of input variables and thousands of objectivesWorks with diverse data types: continuous, integer, logical, and categoricalModel-agnostic: compatible with spreadsheets, physics-based simulators, analytical equations, and AI models How does globalMOO work? globalMOO employs a proprietary algorithm that captures knowledge related to a software algorithm and uses it for inverse solution computation. Knowledge Capture: Precisely calculates and understands cause-and-effect relationships within the forward model. Inverse Solution: Specifies output values (objectives) and back-calculates the corresponding input values. Efficient Processing: Requires minimal model evaluations, ensuring quick and reliable outcomes. Scalable Performance: Handles hundreds of variables and objectives without excessive computational demands. Integration Options:Python, C# and C++ SDK wrapping a proprietary DLL engine. Robust Web API for web-based implementations. Why choose globalMOO? globalMOO addresses critical limitations in existing multi-objective optimization approaches:Unique Advantages:Overcomes Heuristic Limitations: Unlike methods tailored to specific problems, globalMOO is versatile and widely applicable. Avoids Scalarization Bias: Solves for multiple objectives without transforming the problem space, preserving multidimensional trade-offs. Computational Efficiency: Achieves results with orders of magnitude fewer model evaluations than evolutionary algorithms, saving time and resources. Solves problems with objectives in different units and scalesRequires no human intervention for optimizationIdentifies global optima for large, nonlinear search spacesQuantifies input variable impact factors, crucial for AI alignment and bias mitigation Get Started During our meeting, we'll:Discuss your specific optimization challengesExplore how globalMOO can be tailored to your needsProvide expert insights from our optimization specialistsDetermine if globalMOO is the right fit for your projectsTake the first step towards unparalleled optimization capability. Let's unlock the potential of your complex systems together. --- ### Free Trial - Machine Learning - Published: 2024-08-20 - Modified: 2024-12-11 - URL: https://globalmoo.com/free-trial-machine-learning/ Understand Your AI with globalMOO: 15-Days Free Trial Unlock the full potential of your AI and Machine Learning models with globalMOO's advanced multi-objective optimization. Experience unparalleled efficiency in hyperparameter tuning, feature selection, and model architecture design. Elevate your AI development and interpretability with cutting-edge optimization Our trial offers you: Access to the web API, allowing optimization of up to 15 input variables and 100 outputs. A suite of SDK integrations for popular programming languages. Example implementations across various AI/ML tasks to jumpstart your optimization: Neural network architecture search Hyperparameter tuning for complex models Feature selection and engineering Multi-model ensemble optimization Reinforcement learning policy optimization Ability to balance multiple objectives simultaneously and without scalarization, crucial for real-world AI applications. Contact us for an academic license. Location Restrictions Due to U. S. export controls and sanctions, our services are not available in:Crimea region of UkraineCubaDonetsk and Luhansk regions of UkraineIranNorth KoreaRussiaBelarusSyriaThese restrictions are based on U. S. law and subject to change. Due to U. S. export controls and sanctions, our services are not available in:Crimea region of UkraineCubaDonetsk and Luhansk regions of UkraineIranNorth KoreaRussiaBelarusSyriaThese restrictions are based on U. S. law and subject to change. --- ### Free Trial - Engineering - Published: 2024-08-20 - Modified: 2024-12-11 - URL: https://globalmoo.com/free-trial-engineering/ Try globalMOO for 15 Days Unlock unprecedented precision in multi-variable optimization for complex engineering challenges. Experience the power of advanced agent-based technology in solving your most intricate problems. Comprehensive evaluation of our cutting-edge engineering optimization platform Our trial offers you: Access to globalMOO's powerful engine via web API, optimizing up to 15 input variables and 100 outputs. SDK integrations for popular engineering software and programming languages (Python, C++, C#). Example implementations across various engineering disciplines to jumpstart your optimization projects. Ability to balance multiple objectives simultaneously, critical for real-world engineering problems. Request an academic license for research purposes. Location Restrictions Due to U. S. export controls and sanctions, our services are not available in:Crimea region of UkraineCubaDonetsk and Luhansk regions of UkraineIranNorth KoreaRussiaBelarusSyriaThese restrictions are based on U. S. law and subject to change. Due to U. S. export controls and sanctions, our services are not available in:Crimea region of UkraineCubaDonetsk and Luhansk regions of UkraineIranNorth KoreaRussiaBelarusSyriaThese restrictions are based on U. S. law and subject to change. --- ### Free Trial - Logistics - Published: 2024-08-20 - Modified: 2024-12-11 - URL: https://globalmoo.com/free-trial-logistics/ Try globalMOO for 15 Days Revolutionize your supply chain with our advanced multi-objective optimization platform. Start navigating complex logistics challenges more efficiently than ever before. Comprehensive Evaluation of Our Leading-Edge Logistics Optimization Platform Our trial offers you: Access to the globalMOO web API, allowing optimization of up to 15 input variables and 100 outputs. SDK integrations for popular programming languages to seamlessly incorporate globalMOO into your existing logistics systems. Example implementations from warehouse operations, vehicle routing, and parcel optimization to help you hit the ground running. Contact us for an academic license. Location Restrictions Due to U. S. export controls and sanctions, our services are not available in:Crimea region of UkraineCubaDonetsk and Luhansk regions of UkraineIranNorth KoreaRussiaBelarusSyriaThese restrictions are based on U. S. law and subject to change. Due to U. S. export controls and sanctions, our services are not available in:Crimea region of UkraineCubaDonetsk and Luhansk regions of UkraineIranNorth KoreaRussiaBelarusSyriaThese restrictions are based on U. S. law and subject to change. --- ### Privacy Policy - Published: 2024-02-26 - Modified: 2024-06-05 - URL: https://globalmoo.com/privacy-policy/ Privacy Policy Effective Date: 26 Feb, 2024 Welcome to globalmoo. ai ("Website"). We are committed to protecting your privacy and ensuring that your personal information is collected and used properly, lawfully, and transparently. This Privacy Policy applies to our website, globalmoo. com, and sets out how we collect, use, and protect your personal data. We comply with the General Data Protection Regulation (GDPR) and any data protection laws applicable in the countries we operate. 1. Data CollectionWe collect personal data when you:Visit our website and access our services. Optionally sign up for our newsletter or email updates. The types of personal data we collect include:Contact information (if you sign up): Your email address. Website usage data: IP address, browser type, operating system, referring URLs, and information on actions taken or interaction with our digital assets. 2. Use of Data Your data is used to:Provide, operate, and maintain our website. Improve, personalize, and expand our website. Understand and analyze how you use our website. Develop new products, services, features, and functionality. Communicate with you, either directly or through one of our partners, including for customer service, to provide you with updates and other information relating to the website, and for marketing and promotional purposes. 3. Legal Basis for Processing We process your personal data under the following legal bases: Consent: We may process your data if you have given us specific consent to use your personal information for a specific purpose. Legitimate Interests: We may process data when it is reasonably necessary to achieve our legitimate business interests. 4. Data Sharing and TransferWe do not share or transfer your personal data with third parties except as described in this policy. We may share your data with:Service providers who perform services for us. Law enforcement, government officials, or other third parties when:We are compelled to do so by a subpoena, court order, or similar legal procedure. We believe in good faith that the disclosure of personal data is necessary to prevent physical harm or financial loss, to report suspected illegal activity, or to investigate violations of our terms. 5. Data Security We implement appropriate technical and organizational measures to ensure a level of security appropriate to the risk, including safeguards to protect against unauthorized or unlawful processing and against accidental loss, destruction, or damage. 6. Your RightsUnder the GDPR, you have the right to: Access your personal data. Rectify inaccurate or incomplete data. Request deletion of your personal data. Restrict or object to the processing of your data. Request portability of your data. To exercise these rights, please contact us at info@globalmoo. ai. 7. Data Retention We reserve the right to modify these Terms at any time. We will provide notice of any changes by posting the updated Terms on the Website. Your continued use of the Website or Service after any changes signifies your agreement to the new Terms. 8. Changes to This Privacy Policy We may update our Privacy Policy from time to time. We will notify you of any changes by posting the new Privacy Policy on this page. 9. Contact UsIf you have any questions about this Privacy Policy, please contact us at info@globalmoo. ai. --- ### Terms Of Use - Published: 2024-02-26 - Modified: 2024-05-02 - URL: https://globalmoo.com/terms-of-use/ Terms of use Effective Date: 26 Feb, 2024 Welcome to globalmoo. ai ("Website"). These Terms of Use ("Terms") govern your access to and use of our Website and the related API service ("Service"). By accessing or using the Website, you agree to be bound by these Terms. If you do not agree to these Terms, please do not use our Website or Service. 1. Use of the WebsiteThe Website is a marketing platform designed to provide information about our products, services, and related content. The Website is available for your personal and non-commercial use. 2. Use of the ServiceOur Service provides access to a range of APIs that allow developers to integrate and use certain functionalities provided by our Website. The use of our Service is governed by the following conditions: The Service is provided on an "as is" and "as available" basis for the purpose of aiding development and innovation. You are granted a non-exclusive, non-transferable, revocable license to use the Service for creating software or services that interface with the functionalities of our Website. You agree not to misuse the Service, including but not limited to, engaging in activities that interfere with or disrupt the Service or servers or networks connected to the Service. 3. Intellectual Property RightsAll intellectual property rights in the Website and the Service, including but not limited to content, graphics, logos, and software, are the property of aiMOO or its licensors. You may not use any of our intellectual property without our prior written consent. 4. User ConductYou agree not to use the Website or Service in a manner that:Is illegal, or promotes or encourages illegal activity. Infringes on the intellectual property rights of others. Is harmful, fraudulent, deceptive, threatening, harassing, defamatory, obscene, or otherwise objectionable. 5. Disclaimer of WarrantiesThe Website and Service are provided "as is" and "as available," without warranty of any kind, either express or implied. We do not guarantee the accuracy, completeness, or usefulness of any information on the Service. 6. Limitation of LiabilityThe Website and Service are provided "as is" and "as available," without warranty of any kind, either express or implied. We do not guarantee the accuracy, completeness, or usefulness of any information on the Service. 7. Changes to TermsWe reserve the right to modify these Terms at any time. We will provide notice of any changes by posting the updated Terms on the Website. Your continued use of the Website or Service after any changes signifies your agreement to the new Terms. 8. Governing LawThese Terms shall be governed by the laws of Colorado, USA, without regard to its conflict of law provisions. 9. Contact UsIf you have any questions about these Terms, please contact us at info@globalmoo. ai. 10. Export ComplianceThe globalMOO product and its related technology may be subject to export control laws and regulations. You agree to comply with all applicable export control laws and regulations, including but not limited to those of the United States, and you confirm that you are not located in a restricted country (including but not limited to Iran, North Korea, Syria, and Cuba) and are not on any restricted party lists. --- ### Use Cases - Published: 2024-02-22 - Modified: 2025-04-18 - URL: https://globalmoo.com/use-cases/ Explore globalMOO Use Cases: Revolutionizing Operations Across Sectors Dive into how globalMOO transforms key operational areas, from streamlining logistics and shipping, enabling precise executive decisions, to tackling intricate engineering problems, all while achieving unparalleled precision and flexibility. loading and routing logistics Streamlining Warehouse Operations and Routing for Seamless Delivery from Start to Finish From Warehouse to Final Destination: globalMOO can revolutionize your logistics operations, driving efficiencies, enhancing visibility, and empowering you to achieve your business goals like never before. Learn more packing and shipping logistics Multiple Trucks, Multiple Parcel Sizes, Multiple Destinations Optimized all at once. With globalMOO, simplify the labyrinthine challenges of shipping logistics into actionable, optimized solutions. Learn more Executive Decision Making Achieve Multiple Business Targets Without Trade-offs Real life business decisions require balancing multiple desired goals. Focusing on a single goal ignores the improvement opportunities of underlying potential and creates tradeoff among competing values. globalMOO solves multiple objectives together with no trade-offs. Learn more Engineering Analysis Precision Optimization for Complex Engineering Challenges Introducing globalMOO – your advanced AI-powered ally in engineering, designed to master the complexities of multi-variable models and deliver unparalleled precision in parameter optimization. Learn more Ready to Enhance Efficiency, Uncover Optimal Solutions, and Drive Innovation? Start Free Trial Contact us --- ### Products - Published: 2024-02-22 - Modified: 2025-04-08 - URL: https://globalmoo.com/products/ Explore Our Product Suite: Innovations Powering Solutions From accelerating multi-objective problem-solving with globalMOO to optimizing delivery routes with globalROUTE, our product range offers cutting-edge solutions for complex challenges in various domains. PRODUCTS globalMOO A middleware program that enables and accelerates inverse solution of multi-objective problems Learn more globalCUT Fast solution of high-dimensional MaxCut problems (Traveling Salesman Problem with Hamiltonian) Learn more globalPACK Efficient loading of containers with items of different size. Learn more globalROUTE Domain partitioning for deliveries. Learn more Ready to Enhance Efficiency, Uncover Optimal Solutions, and Drive Innovation? Start Free Trial Contact us --- ### Global Pack - Published: 2024-02-21 - Modified: 2025-03-12 - URL: https://globalmoo.com/products/global-pack/ globalPACK Package loading in containers or trucks for optimal load balancing, fleet utilization, and cost minimization. Efficient Loading of Containers with Items of Different Size Why is it needed? Commercially available software solutions require significant computer time to solve the simplest problems. What does it do? globalPACK provides a very fast solution for the distribution and efficient loading of thousands of different size items into hundreds of containers. How does it do it? Given that each container has width, height, length, total volume, total weight and weight distribution constraints, items with different sizes and weights are efficiently loaded into each container, while minimizing the number of containers required to ship all the items from one location to multiple destinations. Who is it for? warehouse managers and logistics coordinatorsfleet managerssupply chain analystsoperations managerstransport and logistics service providersand retail and E-Commerce operations specialists where the movement and storage of physical goods are a significant aspect of the business operations, and where there is a need to optimize for cost, space, and time efficiency Ready to Optimize Your Routes, Streamline Deliveries, and Transform Your Logistics Strategy? Try globalMOO with a Free Trial. Start Free Trial Contact us --- ### Global Cut - Published: 2024-02-21 - Modified: 2025-04-18 - URL: https://globalmoo.com/products/global-cut/ globalCUT globalCUT solves the Hamiltonian TSP for chip design, airline, trucking and routing applications. globalCUT is also objective-drive and adapts to constraints and dynamic changes in the problem specification. Fast Solution for High-dimensional MaxCut Problems (TSP with Hamiltonian) Why is it needed? Solution of high-dimensional (500+) traveling salesman problem (TSP) and its more restrictive Hamiltonian form (MaxCut) require significant amount of computing power and time. What does it do? globalCUT provides a very fast solution for the MaxCut problem.   The power and time requirement is measured to be near-linear function of the dimension of the problem. How does it do it? globalCUT starts with a fast, modified version nearest neighborhood approach, followed by an annealing process to impose the Hamiltonian form.   The solution is further optimized through parallel processing for the shortest distance. Who is it for? electrical engineers and circuit designersnetwork engineers and IT specialistsmanufacturing engineersoperations research analystsdata center managerssystems engineersand scientists solving optimization problems Ready to Optimize Your Routes, Streamline Deliveries, and Transform Your Logistics Strategy? Try globalMOO with a Free Trial. Start Free Trial Contact us --- ### Global Route - Published: 2024-02-20 - Modified: 2025-03-12 - URL: https://globalmoo.com/products/global-route/ globalROUTE Our Routing product combines our full suite of optimization products, including our powerful and efficient multi-objective optimization engine, to find the best routes to suit the specific demands of your business. Domain partitioning for deliveries Why is it needed? Commercially available software solutions solve the simplest problems with very few delivery objectives. What does it do? globalROUTE partitions thousands of delivery locations into requested number of domains for efficient delivery. How does it do it? globalROUTE uses a proprietary algorithm based on monopole magnetic forces while accounting for the density of the delivery locations to partition the domain.   This solution avoids computationally intensive graph theory-based approaches in multi-dimensional space. Who is it for? fleet managers and transportation coordinatorssupply chain and logistics managerschief operations managersurban planners and public transportation managers Ready to Optimize Your Routes, Streamline Deliveries, and Transform Your Logistics Strategy? Try globalMOO with a Free Trial. Start Free Trial Contact us --- ### Free trial - Published: 2024-02-15 - Modified: 2024-12-11 - URL: https://globalmoo.com/free-trial/ Try globalMOO for 15 Days Explore the ultimate in multi-objective optimization with our free trial, and start navigating your complex challenges more efficiently than ever before. A comprehensive evaluation of our leading-edge multi-objective optimization platform Our trial offers you:Access to the web API, allowing optimization of up to 5 input variables and 40 outputs. A suite of SDK integrations for popular programming languages. Example implementations from a variety of contexts to help you hit the ground running. Contact us for an academic license. Location Restrictions Due to U. S. export controls and sanctions, our services are not available in:Crimea region of UkraineCubaDonetsk and Luhansk regions of UkraineIranNorth KoreaRussiaBelarusSyriaThese restrictions are based on U. S. law and subject to change. Due to U. S. export controls and sanctions, our services are not available in:Crimea region of UkraineCubaDonetsk and Luhansk regions of UkraineIranNorth KoreaRussiaBelarusSyriaThese restrictions are based on U. S. law and subject to change. --- ### Contact - Published: 2024-02-15 - Modified: 2025-03-17 - URL: https://globalmoo.com/contact/ Have questions?  Use our Discord Server to post questions/comments and see what others accomplish with globalMOO. Send us an email Feel free to reach out to us with any inquiries or questions you may have. We are here to assist you and provide solutions for your business needs. Get in touch with our team to explore how we can collaborate and contribute to your success. --- ### Engineering Analysis - Published: 2024-02-15 - Modified: 2025-04-18 - URL: https://globalmoo.com/use-cases/engineering-analysis/ Engineering Analysis Precision Optimization for Complex Engineering Challenges Introducing globalMOO – your advanced agent-based ally in engineering, designed to master the complexities of multi-variable models and deliver unparalleled precision in parameter optimization. Unravel the intricate complexities of engineering models and extract the most accurate values of the most pertinent parameters with ease Elevate your Engineering capabilities with the cutting-edge optimization software suite Simplify engineering models and accurately determine key parameters effortlessly with globalMOO. As opposed to traditional single-objective optimization methods, globalMOO leverages its multi-objective optimization to simultaneously account for a multitude of objectives, streamlining both technical and cost-related aspects of your operations. globalMOO's robust platform is built for today's engineering demands, adapting to hundreds of variables and objectives. It delivers crucial, model-agnostic insights that add a significant layer of versatility, essential for the complexity of modern engineering applications. Experience globalMOO's demo to see how it masters complex engineering challenges with advanced optimization 9-variable, 59-outcome problem quickly converges where gradient-based methods fail. Calibration of a multi-variable numerical or analytical model to match the temporal or multiple observed data is a common challenge in all fields of science and engineering. globalMOO successfully solves the hardest regression and inverse problems faster than existing solutions. Fit the most complex and non-linear problems without getting lost in local minima. Unlock complex engineering problems with globalMOO. Our interactive demo realistically replicates complex scenarios, showcasing the transformative impact on your business operations. globalMOO Balances Complex Problem-Solving with Simple, height="976" src="https://globalmoo. com/wp-content/uploads/2024/02/AI-for-enhanced-operational-efficiency. png" alt="" srcset="https://globalmoo. com/wp-content/uploads/2024/02/AI-for-enhanced-operational-efficiency. png 1246w, https://globalmoo. com/wp-content/uploads/2024/02/AI-for-enhanced-operational-efficiency-300x235. png 300w, https://globalmoo. com/wp-content/uploads/2024/02/AI-for-enhanced-operational-efficiency-1024x802. png 1024w, https://globalmoo. com/wp-content/uploads/2024/02/AI-for-enhanced-operational-efficiency-768x602. png 768w" sizes="(max-width: 1246px) 100vw, 1246px" /> Ready to redefine the solution of complex engineering problems? Start Free Trial and Experience the Power of globalMOO! Enhance your engineering solutions with globalMOO, optimizing complex models efficiently and with precision. Start Free Trial Contact us --- ### Executive Decision Making - Published: 2024-02-15 - Modified: 2025-04-18 - URL: https://globalmoo.com/use-cases/executive-decision-making/ Executive Decision Making Achieve Multiple Business Targets Without Trade-offs Real life business decisions require balancing multiple desired goals. Focusing on a single goal ignores the improvement opportunities of underlying potential and creates tradeoff among competing values. globalMOO solves multiple objectives together with no trade-offs. globalMOO Streamlines Executive Decision-Making, Unifying Cross-Departmental Objectives for Optimal Results Empower Decisions, Unite Objectives: globalMOO's Algorithm for Harmonized Business Success Executive decision-making often involves juggling information from various departments, each with its own objectives and data silos. This complex flow of interdependent information requires decision makers to synthesize diverse inputs for informed, company-wide decisions, typically simplifying them into single metrics like NPV or KPI for manageability. globalMOO offers an agent-based solution that not only learns from each department's data but also integrates these insights to guide collective actions. This approach aligns with the decision maker's multiple objectives. Adaptable and robust, globalMOO efficiently handles models with up to 300 variables and 500 objectives. globalMOO Simplifies Complex Decision-Making Across Four Departments to Meet Revenue, Expense, and Emission Targets For simplicity the complex executive decision making process is demonstrated for a company with four departments and three business targets to achieve. Four departments are Marketing, R&D, logistics and Production. The company has revenue, expense and CO2 emission targets. 35 interdependent models are used to calculate revenue, emissions and expenses using each departments input. globalMOO inversely solves the models to determine what actions each department should take to meet the company objectives. globalMOO determines actions for each department to achieve company targets Impact of Multi-Objective Optimization Strategy on Business Metrics If a single target such a revenue is optimized, other targets, emission and expenses are trade-offs. The movie below shows the comparison of single objective optimization vs. multi-objective globalMOO solution. When only revenue is optimized the other targets are compromised. With globalMOO it is possible to achieve all targets at the same time. Ready to Revolutionize Decision-Making? Start Free Trial and Experience the Power of globalMOO! Streamline your decision-making with globalMOO, achieving multiple business targets efficiently and without compromise. Start Free Trial Contact us --- ### Packing And Shipping Logistics - Published: 2024-02-15 - Modified: 2025-04-18 - URL: https://globalmoo.com/use-cases/packing-and-shipping-logistics/ packing and shipping logistics Multiple Trucks, Multiple Parcel Sizes, Multiple Destinations Optimized all at once. With globalMOO, simplify the labyrinthine challenges of shipping logistics into actionable, optimized solutions. globalMOO Revolutionizes Shipping with Multi-Objective Optimization Real-Time Harmony of Multiple Shipping Objectives from Container Stacking to Fuel Efficiency While traditional shipping logistics often hinges on single-objective optimization, globalMOO sets a new standard with its cutting-edge AI-driven decision-making and unique multi-objective optimization capabilities. Say goodbye to oversimplifying your intricate shipping operations and solve them manually. With globalMOO, you have the capability to harmonize a multitude of objectives, including container stacking, weight and volume maximization for each container, fuel efficiency, axle load balancing, port turnaround times, delivery order and more, all in real-time. The platform is equipped to fluidly manage and fine-tune hundreds of variables, bestowing unparalleled clarity and command over your shipping processes. globalMOO Optimizes Shipping: Reduces Trucks by 7% in Massive 9,000 Parcel, Multi-Country Operation Weight and volume distribution of parcels that are bound to ship to a specific country in one shipment. Weight and volume distribution of trucks after loaded with the parcels for the specific destination. globalMOO takes only ~1 minute to load ~140 trucks that ship to 15 warehouses in 7 countries for ~9,000 parcels and over 150 clients. In this real case, using globalMOO reduced the required number of trucks to deliver the parcels by 7%. Package loading for shipping and trucking, optimized to balance load, weight, volume, axle load, minimize costs, and account for delivery sequencing, destinations and minimize the number of trucks necessary to ship the parcel. It accommodates the parcels with different dimensions. Trucks were loaded based on the loads for multiple customers (each customer’s load kept in the same truck), for multiple destinations, unloading order and total weight on each axle. Harnessing Cutting-Edge Algorithms for User-Friendly, Efficient, and Responsive Shipping Logistics The brilliance of globalMOO is not just its ability to handle complexity but also its user-friendliness, rapid response time, and data efficiency. Our AI supports you throughout the shipping logistics landscape, continuously learning, adjusting, and delivering actionable insights that propel you toward optimal efficiency. Ready to Revolutionize Your Approach to Shipping Logistics? Start Free Trial and Experience the Power of globalMOO! Witness for yourself how globalMOO can evolve your shipping operations, enhancing efficiencies, augmenting visibility, and enabling you to accomplish your business objectives more effectively than ever before. Start Free Trial Contact us --- ### Loading And Routing Logistics - Published: 2024-02-15 - Modified: 2025-04-18 - URL: https://globalmoo.com/use-cases/loading-and-routing-logistics/ loading and routing logistics Streamlining Warehouse Operations and Routing for Seamless Delivery from Start to Finish From Warehouse to Final Destination: globalMOO can revolutionize your logistics operations, driving efficiencies, enhancing visibility, and empowering you to achieve your business goals like never before. globalMOO is the leading-edge optimization software suite that redefines how you approach logistics and supply chain management. Streamlining Complex Logistics for Modern Supply Chains Designed with Supply Chain, Warehouse, Trucking and Shipping Managers in mind, globalMOO revolutionizes logistics problem-solving, turning complex issues into actionable, optimized strategies addressing parcel optimization for multiple trucks, multi type vehicle parcel optimization, multi type vehicle, multi type parcel and routing optimization. https://globalmoo. com/wp-content/uploads/2025/04/globalMOO-Route-Demonstration. mp4 Beyond Single-Objective Optimization to Clarity and Control in Logistics globalMOO revolutionizes logistics optimization with advanced AI-driven, multi-objective decision-making. Say goodbye to single-criterion approaches like NPV. Instead, globalMOO empowers you to balance diverse objectives such as load optimization, package allocation, fuel efficiency, and vehicle wear. Its flexibility extends to managing hundreds of variables, providing unprecedented clarity and control over your logistics operations. Distance, weight, volume, number of delivery optimization for 405 packages among 10 vans. In this problem case 405 packages will be distributed using 10 vans. The capacity of the vans in terms of total volume and weight are specified. Minimum and maximum parcel weight and volume that can be loaded to minivans are also specified. First a forward solution that minimized the distance that the vans travel is run. The left panel on the figure above summarizes the results of the forward solution. In this solution 60 parcels did not fit into the vans and the weight, volume and number of deliveries are not balanced among the vans. globalMOO Achieves Balanced Distribution and Optimizes Delivery Efficiency for 10 Vans Using globalMOO even distribution of 40 objectives including distance, weight, volume and delivery items for 10 vans is achieved. Solution is within the specified 10% of the average of each parameter. Weight, volume and number of deliveries are balanced among the 10 vans. Optimization also fits more items into the trucks to be delivered. In the forward solution 60 packages left due to truck constraints while globalMOO optimization leaves only 20 packages behind. Please note that in this example in addition to distance, weight, volume and number of deliveries not only are constrained by each vehicle’s capacity but also optimized by proper parcel distribution to each vehicle. In other commercial applications, distance is the only parameter that is optimized. globalMOO Outperforms Competing Algorithms In benchmark evaluations, globalMOO finds optimal routes faster than competing algorithms, while discovering solutions that balance far more disparate variables and business needs than are usually considered. Witness the transformative impact of globalMOO with our simplified demo, which successfully tackles the classic routing problem, while optimizing multiple objectives simultaneously. Although the demo is simplified, don’t let it fool you. This is the same technology that can take on your most complex logistics challenges, giving you a real taste of what our software suite can do for your business. Ready to Revolutionize Logistics? Start Free Trial and Experience the Power of globalMOO! Experience firsthand how globalMOO can revolutionize your logistics operations, driving efficiencies, enhancing visibility, and empowering you to achieve your business goals like never before. Start Free Trial Contact us --- ### Team - Published: 2024-02-14 - Modified: 2025-04-18 - URL: https://globalmoo.com/team/ Meet the Minds Behind globalMOO – Our Expert Team Driving Innovation Discover the diverse expertise and dedicated professionals at the heart of globalMOO, each contributing their unique skills and experience to advance our technological and business frontiers. Chet Ozgen Cofounder and Chief Technology OfficerChet Ozgen, a co-founder of globalMOO, brings deep expertise in AI modeling, optimization, and software development. As the owner and Technical Director of NITEC LLC, he has contributed to the field of AI-based software development for knowledge capture. Mr. Ozgen served as Vice President of Reservoir Engineering Software Products at Scientific Software-Intercomp. Tuba Firincioglu Cofounder and Chief Executive OfficerDr. Firincioglu, co-founder of globalMOO, leverages her deep expertise in software development and strategic management, honed as Managing Director at NITEC LLC. Her significant contributions in technical software solutions and her adept handling of company operations make her a cornerstone of globalMOO’s leadership. Matt Freeman Chief Product OfficerDr. Freeman specializes in creating software for high-performance computing. With a rich history in reservoir engineering, consulting, software development, and technical communication, he brings a unique blend of skills, showcased in his authoring of numerous technical publications and software tools. Shannon Poole Lead Software EngineerShannon Poole, with a strong background in back-end programming, brings 11 years of experience to his role. Conversant in many modern programming languages and frameworks, he has a track record of developing, expanding, and testing a range of software applications. Jason Hopkins Chief ArchitectJason Hopkins excels in designing and developing commercial and internal software tools. His expertise encompasses task automation, developing utilities for complex data comprehension, and providing end user support. Caner Karacaer Technical Solutions ManagerCaner Karacaer brings years of experience in client-facing technical consulting and problem-solving along with a strong background in business development. Kagan Kutun Optimization Research LeadDr. Kutun excels in developing and optimizing scientific simulation software for high-performance computing environments. His expertise encompasses implementing advanced numerical algorithms, enhancing computational efficiency for complex multi-physics problems, and collaborating across disciplines to transform theoretical models into practical solutions. Ready to Enhance Efficiency, Uncover Optimal Solutions, and Drive Innovation? Start Free Trial Contact us --- ### Industries - Published: 2024-02-14 - Modified: 2024-05-02 - URL: https://globalmoo.com/industries/ Pioneering Multi-Objective Optimization for Major Industries Unlock unparalleled efficiency and innovation across diverse sectors, from manufacturing to logistics, with globalMOO's cutting-edge technology. Transforming Key Industries by Mastering Complex Trade-offs and Boosting Efficiency Empowering Industries Science and Engineering In the domains of scientific research and engineering design, optimization and inverse problems take many forms. From the application of automated variable reduction for a equations of state through to multi-variable timeseries regression, globalMOO enables fast, accurate and efficient solution of a wide range of optimization problems. Routing Logistics Revolutionize package routing with globalMOO for unmatched logistics efficiency and cost savings. Our technology dynamically optimizes routes, considering factors like delivery times, fuel efficiency, and vehicle load. globalMOO balances competing objectives to streamline logistics, reducing costs and improving delivery performance. Transform your routing operations with our advanced multi-objective optimization. . Parcel Loading Optimize parcel loading with globalMOO, merging efficiency with compliance for superior cargo space management and shipping logistics. Our platform smartly adjusts for package dimensions, weight, and priorities, cutting costs and lifting performance. globalMOO enhances cargo use and reliability, setting new benchmarks in shipping efficiency, ensuring streamlined operations and sustainable practices in the logistics sector. Executive Management globalMOO equips executive management with the tools for making balanced decisions across diverse goals, bypassing the compromises required by single-goal strategies. It offers a holistic view for aligning various objectives like cost efficiency, sustainability, and operational improvement. This enables precise resource allocation and prioritization, fostering innovation and excellence in a complex business landscape. Redefining Multi-Objective Optimization Across Industries globalMOO shifts multi-objective optimization, offering a proprietary algorithm with scalability and bias mitigation for industry-wide versatility. It enhances manufacturing, medical, and logistical efficiencies with superior computational flexibility. Request Detailed Technology Whitepaper --- ### globalMOO - Published: 2024-02-13 - Modified: 2025-04-18 - URL: https://globalmoo.com/products/global-moo/ A Breakthrough in Multi-Objective Optimization and Complex Problem Solving globalMOO represents a paradigm shift in multi-objective optimization and inverse solution of complex problems Start Free Trial Why globalMOO? A Technical Overview globalMOO is a breakthrough technology for multi-objective optimization and the efficient solution of inverse problems. We explain why globalMOO is needed, what it is, and where it is applicable.   Why is globalMOO Needed? There are many available numerical approaches to solve the inverse of a forward model with one single output value. However, there are no existing methods that efficiently compute the optimal inverse solution given multiple objectives.   There are three classes of existing solution that are commonly applied to multi-objective inverse problems: Approaches which rely on heuristic methods which are carefully tailored to a specific problem description.  Approaches using scalarization of the objective vector, lumping multiple outputs into one aggregated proxy output via loss function which is then solved for. These approaches fundamentally transform the problem space, resulting in biased solutions which do not represent multidimensional trade-offs among objectives.  Evolutionary algorithms oriented around Pareto-optimal search and selection. These methods do truly solve for multiple simultaneous objectives but require astronomical compute resources and excessive numbers of model evaluations for larger problem sizes.  globalMOO solves for multiple objectives efficiently, even if the objectives are in different units and scales, without requiring human intervention. globalMOO can extend to hundreds of input variables and thousands of objectives without imposing unreasonable compute requirements.  These capabilities differentiate globalMOO from all existing approaches. Real-world problems in business, science, engineering and operations always present multiple outcomes and objectives to simultaneously balance and resolve, and these problems often must be solved quickly and reliably.   For example, given a macroeconomic simulator as the forward model, a change in interest rate by a central bank (forward model input) impacts unemployment, inflation, liquidity, production, investment, trade, and exchange rates (forward model output), which happen to be in different units. Failing to understand the impacts of decisions on all relevant outcomes often leads to undesirable negative impacts.   What is globalMOO and what does it do?   globalMOO is an expert system that captures knowledge related to a software algorithm and uses that information for the inverse solution of that algorithm. globalMOO is model agnostic. It works with physics based and machine learning based models, and with any other forward model possessing particular properties.   The inverse solution of a forward model takes place when the output values are specified (objectives) and the corresponding input values that will give rise to those objectives are back-calculated. globalMOO technology specializes in the inverse solution of forward models, especially when there are multiple objectives.  The precisely calculated knowledge capture in globalMOO leads to understanding of the cause-and-effect relationships inherent in the forward model. globalMOO uses that knowledge to decide on how to take the next step in the inverse solution process.   Where is globalMOO applicable?   globalMOO can be applied to any algorithm, be it a spreadsheet, physics-based simulator, system of analytical equations, or AI-based regression/correlation model.  The use of globalMOO imposes few limitations on what algorithms are compatible, requiring only that the algorithm possess the following properties: The input variables and outputs/objectives must be continuous, integer, logical or categorical in type, or any combination thereof.  Outputs must be precisely, i. e. non-stochastically, computed from inputs.  The forward model must be causally closed and input-complete. In other words, outputs do not depend on any varying inputs that are not included in the specified input variables.   Other methods tend to be more restrictive in the requirements imposed on the forward model, but globalMOO sidesteps many of these issues: While there must exist some measurable impact of the input variables upon the output variables for globalMOO to find a valid solution for those variables, globalMOO can detect which outputs are totally insensitive to the inputs and allow the user to re-scope the problem such that these variables or variable-ranges are excluded.  Uniqueness of the forward model is not required, and in fact globalMOO can find multiple nonunique solutions for a given set of outcomes, permitting the user to better understand and characterize the nonuniqueness of their application.  The forward model need not be continuous or differentiable.  A typical requirement is the existence of valid forward-model solutions for every part of the search space. globalMOO requires that valid forward-model solutions exist in at least 90% of the search space.  Inverse solution through globalMOO has two general applications for forward models.  Optimization: All forward models can be inversely solved to match, minimize and/or maximize multiple objectives, assisting in optimal decisions.  Calculation of impact factor: Multiple globalMOO inverse solutions can be used to quantify the impact factor of input variables upon outcomes. This is analogous to calculating the bias of the algorithm with respect to each variable.   Unlocking Engineering Excellence with globalMOO's Advanced Optimization Solutions globalMOO excels in aerospace, manufacturing, healthcare, and supply chain management, offering a solution for complex multi-objective optimization challenges with superior data efficiency and performance. Core Algorithm and Technology height="573" src="https://globalmoo. com/wp-content/uploads/2024/02/ srcset="https://globalmoo. com/wp-content/uploads/2024/02/ /> API and SDK Understanding the need for seamless integration, globalMOO offers a variety of API interfaces, including a Python Software Development Kit (SDK) that wraps around the proprietary Dynamic-Link Library (DLL) engine. For those seeking web-based implementations, a robust Web API is available, ensuring a multitude of avenues for system interaction. Computational Scalability and Performance Scalability is a primary concern in optimization.  globalMOO is designed to scale seamlessly, handling hundreds of input variables and hundreds of outcomes. While the software supports basic multi-core parallelism, its efficient architecture and native speed negates the need for extensive parallel computing, making it a resource-friendly choice for complex operations. INVERSE SOLUTIONS Pinpoints Global Optimum While the challenge of providing absolute guarantees in optimization exists, especially for black-box models, globalMOO assures global solutions as long as the sampling of the search space is adequate. This becomes a fundamental assurance in scenarios that require global optimization for operational success. AI Alignment and Bias Mitigation globalMOO is designed to seamlessly integrate... --- ### About - Published: 2024-02-12 - Modified: 2025-01-21 - URL: https://globalmoo.com/about/ Reshaping Industries with Agent-Driven Multi-Objective Optimization Welcome to the Future of Multi-Objective Optimization with globalMOO globalMOO's Innovative AI Solutions Reshape Efficiency in Energy, Manufacturing, Supply Chain, Environmental Engineering, Aerospace, and Healthcare Revolutionizing Industry Standards Across Diverse Sectors Discover globalMOO, your gateway to revolutionizing operational efficiency across diverse sectors like energy, manufacturing, and logistics. Our platform excels in advanced optimization, seamlessly managing complex challenges with unparalleled precision. Unlike traditional methods, globalMOO's practical, height="943" src="https://globalmoo. com/wp-content/uploads/2024/05/about-globalmoo-software-1. png" alt="" srcset="https://globalmoo. com/wp-content/uploads/2024/05/about-globalmoo-software-1. png 1249w, https://globalmoo. com/wp-content/uploads/2024/05/about-globalmoo-software-1-300x227. png 300w, https://globalmoo. com/wp-content/uploads/2024/05/about-globalmoo-software-1-1024x773. png 1024w, https://globalmoo. com/wp-content/uploads/2024/05/about-globalmoo-software-1-768x580. png 768w" sizes="(max-width: 1249px) 100vw, 1249px" /> Transforming Logistics For industries dealing with complex logistical challenges, our technology can be a game-changer. Our optimization tools have the power to solve previously intractable logistics problems, revolutionizing supply chain management, and enhancing the efficiency of logistical operations. Impact Factor Calculation Technology Our Impact Factor calculation technology, provides a robust numerical representation of the inherent biases in your algorithms and systems. This allows organizations to uncover hidden biases and dependencies that can influence the efficiency and performance of their operations. globalMOO's Commitment to Excellence and Innovation in Optimization At globalMOO, we prioritize responsible AI use, offering tools that enhance AI reliability and address bias, supporting your quest for operational excellence. Our solutions reveal critical variable dependencies, boosting efficiency in your designs and processes. With us, you're not just optimizing; you're setting new industry standards with advanced multi-objective optimization. Benchmarking Multi-Objective Optimization Comparisons globalMOO Outperforms Competitors in Efficiency and Speed Across All Tests We compared globalMOO capabilities with other available solutions. In every test globalMOO beats the competitor in convergence speed and efficiency. The globalMOO efficiency improves as the number of input variable and/or objectives increase. Below is a comparison of globalMOO solution efficiency with MOED, DNSGA2 and NSGA2 algorithms for different number of input variables. Comparing up to 32 Input Parameters In this example, up to 32 input parameters with various output parameters were compared. The scale of the plot is logarithmic and and each dashed line represents an order of magnitude increase in iterations (or run time). For various sample problems MOEAD, DNSGA2 need up to 100,000 iterations to solve a 30 variable problem.  globalMOO requires less than 100 iterations for optimization, using up to 1000 training cases. This means, once the training is complete, it can be used for achieving other targets and objectives with less than 100 iterations. That’s 1000 times fewer iterations than over available solutions. MaxCut Problem – Drilling a Circuit Board globalMOO Outperforms Competitors in Efficiency and Speed Across All Tests This example involves drilling holes in a circuit board with an automated drill. The problem is to find the shortest route for the drill to take on the board in order to drill all of the required holes. The example is taken from TSPLIB, a library of TSP problems. The challenge lies in determining the most efficient path the drill can follow on the board to accomplish all necessary hole placements without crossing paths. globalMOO vs. Google OR Tool: Superior Efficiency in Circuit Board Drilling The figure on the left compares the paths that globalMOO and Google OR Tool calculate for a circuit board with 280 holes. globalMOO drills the 280 holes in a shorter distance than the Google OR Tool, finding a more efficient path that takes less time and doesn't cross its own path. globalMOO vs. Google OR Tool: Reduced Computational Demand The figure on the left compares the paths that globalMOO and Google OR Tool calculates for a circuit board with 280 holes.  globalMOO drills 280 holes in a shorter distance than the Google OR Tool. The picture shows the inefficient paths in Google example that causes the Google OR Tool to cover a longer distance. Ready to Enhance Efficiency, Uncover Optimal Solutions, and Drive Innovation? 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