Compare DVC vs. Ray

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.

RunPod provides a cloud infrastructure that enables seamless deployment and scaling of AI workloads with GPU-powered pods. By offering access to a wide array of NVIDIA GPUs, such as the A100 and H100, RunPod supports training and deploying machine learning models with minimal latency and high performance. The platform emphasizes ease of use, allowing users to spin up pods in seconds and scale them dynamically to meet demand. With features like autoscaling, real-time analytics, and serverless scaling, RunPod is an ideal solution for startups, academic institutions, and enterprises seeking a flexible, powerful, and affordable platform for AI development and inference.

NINJIO is an all-in-one cybersecurity awareness training solution that lowers human-based cybersecurity risk through engaging training, personalized testing, and insightful reporting. This multi-pronged approach to training focuses on the latest attack vectors to build employee knowledge and the behavioral science behind human engineering to sharpen users’ intuition. Our proprietary NINJIO Risk Algorithm™ identifies users’ social engineering vulnerabilities based on phishing simulation data and informs content delivery to provide a personalized experience that changes individual behavior. With NINJIO you get: - NINJIO AWARE attack vector-based training that engages viewers with Hollywood style, micro learning episodes based on real hacks. - NINJIO PHISH3D simulated phishing identifies the specific social engineering tricks most likely to fool users in your organization. - NINJIO SENSE is our new behavioral science-based training course that shows employees what it “feels like” when hackers are trying to manipulate them.

Bidtracer was developed by two highly engineers, combining expertise in mechanical, electrical, and computer engineering. This innovative tool serves as a specialized sales operations and channel partner solution specifically designed for the commercial construction sector. The tool simplifies the process of initiating sale opportunities, creating bid tracking plans, and specs, while also inviting subcontractors for assistance. This allows users to swiftly utilize the estimate tool to draft and send out proposals to customers. It assists sales professionals in automating their follow-up process with bids, enabling them to track and determine the winning contractor. This ultimately maximizes their chance of successful closing sale projects. Efficient project management is crucial to optimize time and maximize profits in construction projects. By automating various project management tasks, we can streamline operations and simplify all aspects of the project’s operational side.

Tenzir is a specialized data pipeline engine tailored for security teams, streamlining the processes of collecting, transforming, enriching, and routing security data throughout its entire lifecycle. It allows users to efficiently aggregate information from multiple sources, convert unstructured data into structured formats, and adjust it as necessary. By optimizing data volume and lowering costs, Tenzir also supports alignment with standardized schemas such as OCSF, ASIM, and ECS. Additionally, it guarantees compliance through features like data anonymization and enhances data by incorporating context from threats, assets, and vulnerabilities. With capabilities for real-time detection, it stores data in an efficient Parquet format within object storage systems. Users are empowered to quickly search for and retrieve essential data, as well as to reactivate dormant data into operational status. The design of Tenzir emphasizes flexibility, enabling deployment as code and seamless integration into pre-existing workflows, ultimately seeking to cut SIEM expenses while providing comprehensive control over data management. This approach not only enhances the effectiveness of security operations but also fosters a more streamlined workflow for teams dealing with complex security data.

Pipeliner revolutionized CRM through its unique visual interface, no code workflow automation engine, instant dynamic insights, and reporting. No other CRM offers salespeople and sales managers so many ways to display and analyze sales data, as well as intelligent, system-generated insights. Pipeliner's automation engine and ease-of-integration with other systems (such email, ERP, and Marketing) allow for the elimination of many routine and manual tasks that other systems impose on salespeople and managers. Pipeliner CRM is so different than traditional CRM. This is why we have high adoption rates, low Total Cost of Ownership and a rapid Return on Investment. The system is easy to use and learn, and it takes very little business disruption when it's deployed.

Compute Engine (IaaS), a platform from Google that allows organizations to create and manage cloud-based virtual machines, is an infrastructure as a services (IaaS). Computing infrastructure in predefined sizes or custom machine shapes to accelerate cloud transformation. General purpose machines (E2, N1,N2,N2D) offer a good compromise between price and performance. Compute optimized machines (C2) offer high-end performance vCPUs for compute-intensive workloads. Memory optimized (M2) systems offer the highest amount of memory and are ideal for in-memory database applications. Accelerator optimized machines (A2) are based on A100 GPUs, and are designed for high-demanding applications. Integrate Compute services with other Google Cloud Services, such as AI/ML or data analytics. Reservations can help you ensure that your applications will have the capacity needed as they scale. You can save money by running Compute using the sustained-use discount, and you can even save more when you use the committed-use discount.

Accelerate your data journey with AnalyticsCreator—a metadata-driven data warehouse automation solution purpose-built for the Microsoft data ecosystem. AnalyticsCreator simplifies the design, development, and deployment of modern data architectures, including dimensional models, data marts, data vaults, or blended modeling approaches tailored to your business needs. Seamlessly integrate with Microsoft SQL Server, Azure Synapse Analytics, Microsoft Fabric (including OneLake and SQL Endpoint Lakehouse environments), and Power BI. AnalyticsCreator automates ELT pipeline creation, data modeling, historization, and semantic layer generation—helping reduce tool sprawl and minimizing manual SQL coding. Designed to support CI/CD pipelines, AnalyticsCreator connects easily with Azure DevOps and GitHub for version-controlled deployments across development, test, and production environments. This ensures faster, error-free releases while maintaining governance and control across your entire data engineering workflow. Key features include automated documentation, end-to-end data lineage tracking, and adaptive schema evolution—enabling teams to manage change, reduce risk, and maintain auditability at scale. AnalyticsCreator empowers agile data engineering by enabling rapid prototyping and production-grade deployments for Microsoft-centric data initiatives. By eliminating repetitive manual tasks and deployment risks, AnalyticsCreator allows your team to focus on delivering actionable business insights—accelerating time-to-value for your data products and analytics initiatives.

SyteLine or CloudSuite Industrial (the SaaS version of SyteLine) is an industry-specific ERP system, designed to reduce implementation time and cost. LogicData is an implementation partner for SyteLine with over 30 years of experience. We have the expertise and experience to help you get your project running smoothly and efficiently, while avoiding the pitfalls that come with implementing ERP. Manufacturing ERP is essential in today's fast-paced industrial world to ensure your competitive edge and future success.

The Orion Practice Management System places essential information directly on your desktop, consolidating everything necessary for your firm, including Case Management, Docket, Calendar, Emails, Contacts, Communications, Financial Statistics, and Client Documents. For the first time, this system allows law firms to transition seamlessly from an overarching perspective to intricate details with remarkable efficiency and ease, all in real-time and on-demand. By handling the data-gathering process, the Orion Practice Management System empowers you to swiftly assess the firm's health and operational status at any moment. Designed with adaptability in mind, Orion's Practice Management module allows each user to customize her profile(s) and save preferences, ensuring a personalized experience upon each login. This customization extends to selecting which columns to display, determining sorting order—ascending or descending—and adjusting the layout of various sections on the screen. Ultimately, this level of personalization enhances productivity and ensures that every user can work in a way that suits their individual needs.