Compare IBM ILOG CPLEX Optimization Studio vs. IBM Streams

Fully managed ML tools allow you to build, deploy and scale machine-learning (ML) models quickly, for any use case. Vertex AI Workbench is natively integrated with BigQuery Dataproc and Spark. You can use BigQuery to create and execute machine-learning models in BigQuery by using standard SQL queries and spreadsheets or you can export datasets directly from BigQuery into Vertex AI Workbench to run your models there. Vertex Data Labeling can be used to create highly accurate labels for data collection. Vertex AI Agent Builder empowers developers to design and deploy advanced generative AI applications for enterprise use. It supports both no-code and code-driven development, enabling users to create AI agents through natural language prompts or by integrating with frameworks like LangChain and LlamaIndex.

BigQuery is a serverless, multicloud data warehouse that makes working with all types of data effortless, allowing you to focus on extracting valuable business insights quickly. As a central component of Google’s data cloud, it streamlines data integration, enables cost-effective and secure scaling of analytics, and offers built-in business intelligence for sharing detailed data insights. With a simple SQL interface, it also supports training and deploying machine learning models, helping to foster data-driven decision-making across your organization. Its robust performance ensures that businesses can handle increasing data volumes with minimal effort, scaling to meet the needs of growing enterprises. Gemini within BigQuery brings AI-powered tools that enhance collaboration and productivity, such as code recommendations, visual data preparation, and intelligent suggestions aimed at improving efficiency and lowering costs. The platform offers an all-in-one environment with SQL, a notebook, and a natural language-based canvas interface, catering to data professionals of all skill levels. This cohesive workspace simplifies the entire analytics journey, enabling teams to work faster and more efficiently.

Qloo, the "Cultural AI", is capable of decoding and forecasting consumer tastes around the world. Privacy-first API that predicts global consumer preferences, catalogs hundreds of million of cultural entities, and is privacy-first. Our API provides contextualized personalization and insight based on deep understanding of consumer behavior. We have access to more than 575,000,000 people, places, and things. Our technology allows you to see beyond trends and discover the connections that underlie people's tastes in their world. Our vast library includes entities such as brands, music, film and fashion. We also have information about notable people. Results are delivered in milliseconds. They can be weighted with factors like regionalization and real time popularity. Companies who want to use best-in-class data to enhance their customer experiences. Our flagship recommendation API provides results based on demographics and preferences, cultural entities, metadata, geolocational factors, and metadata.

Prophet 21 was designed to increase growth, modernize workflows and build strong customer relationships. Software that is too flexible can cause problems for businesses. Prophet 21 was created to help distributors scale without compromising their ability to grow. Microsoft Azure Cloud offers the speed, security and scalability you need. Prophet 21 can be accessed from any browser on any device, any place, and any time. You can personalize views and customize fields to create your business logic. RESTful API allows you to integrate with business applications, customers, and partners. Epicor Prophet 21 allows you to understand your customers. You can exceed your customers' expectations with dashboards and tools and earn their loyalty. You can streamline your quote-to cash cycle, increase margins, and complete orders flawlessly. Your team will have the ability to close sales at the counter, on mobile devices, and tablets. Strategic pricing based on market data, your sales history, and other factors can increase margins.

Google AI Studio is a user-friendly, web-based workspace that offers a streamlined environment for exploring and applying cutting-edge AI technology. It acts as a powerful launchpad for diving into the latest developments in AI, making complex processes more accessible to developers of all levels. The platform provides seamless access to Google's advanced Gemini AI models, creating an ideal space for collaboration and experimentation in building next-gen applications. With tools designed for efficient prompt crafting and model interaction, developers can quickly iterate and incorporate complex AI capabilities into their projects. The flexibility of the platform allows developers to explore a wide range of use cases and AI solutions without being constrained by technical limitations. Google AI Studio goes beyond basic testing by enabling a deeper understanding of model behavior, allowing users to fine-tune and enhance AI performance. This comprehensive platform unlocks the full potential of AI, facilitating innovation and improving efficiency in various fields by lowering the barriers to AI development. By removing complexities, it helps users focus on building impactful solutions faster.

Anaplan is a next-generation planning and decision-making platform that uses AI to unify strategic, financial, and operational processes across an organization. By breaking down departmental silos, it enables businesses to collaborate in real time, share insights, and make agile adjustments to their plans. The platform offers industry-specific solutions for finance, supply chain, sales, HR, and more, helping organizations adapt to market changes with speed and precision. Its AI suite — including predictive, generative, and agentic AI — supports complex planning scenarios, identifies opportunities, and accelerates decision cycles. With enterprise-grade data orchestration, robust modeling capabilities, and advanced security, Anaplan is built to scale with growing business needs. Recognized as a leader by Gartner and IDC, the platform has earned the trust of over 2,500 global brands. Customers benefit from the ability to model diverse scenarios, forecast outcomes, and optimize performance across the board. The result is a connected, intelligent planning ecosystem that drives measurable business value.

If you are developing software for Logistics Dispatch Solutions, which contain challenges: -For staff dispatching, such as sales reps, mobile service, or workforce? -For truck shipment allocation in daily transportation and logistics (scheduling, tour optimization, etc.)? -For waste management and District Planning? -Generally, highly constrained problem sets? And your product does not have an automized optimization engine? Then JOpt is the perfect fit for your product and can help you to save money, time, and workforce, letting you concentrate on your core business. JOpt.TourOptimizer is an adaptable component to solve VRP, CVRP, and VRPTW class problems for any route optimization in logistics or similar fields. It comes as a Java library or in Docker Container utilizing the Spring Framework and Swagger.

DreamClass is an educational institution's go-to class management tool, equipped with a range of useful features, like: Program Management—Effortlessly structure your curriculum, group courses, create classes, and define their unique attributes. Seamlessly form class groups, establish teaching hours, and allocate classrooms. Students & Admissions—Efficiently register students, allocate them to class groups, and track their progress until graduation. Keep parents and students in the loop with timely notifications, providing access to crucial information like timetables, attendance records, and financials. Academic Management—Effectively coordinate and supervise your entire team, from teachers to secretaries and administrative assistants. Streamline fundamental processes such as assessments, attendance tracking, and grading, ensuring smooth operations across your school.

CREDITONLINE is an integrated software platform that manages loan business operations. It enables organizations to connect and integrate all parties in a state of the art lending ecosystem. Our solutions were developed in close collaboration with software developers and lenders business professionals who have more than 10 years experience in fintech. It is a great fit for retailers, alternative lenders, and financial institutions. Our future-proof technology and trusted partnerships make it easy, fast, and cost-effective for you to expand your services and increase the number of clients. This will allow your business to grow and reinvigorate at any stage of its business life-cycle. CREDITONLINE is the best choice for enhancing such business activities like Loan Origination, Leasing and Refinancing.

Interfacing's Digital Twin Organization software offers transparency and governance to improve quality, efficiency, and ensure regulatory compliance. A single platform allows you to map, analyze, and automate your processes, manage regulatory compliance, and assess risks. Interfacing's digital twin solution (Enterprise Process Center-EPC) is an enterprise management platform that allows companies to digitally transform their processes. It helps them streamline operations, improve productivity, and make things more efficient. Interfacing's digital platform - Rapid Application Development Tools (RAD) Tools, with its Low Code Development methodology, will optimize your technical resources and maximize transparency to allow for continuous improvement. Discover how our Low-Code Rapid Application Development module gives you all the tools needed to create and deploy custom, scalable, secure, mobile-ready applications in days vs. months!