Elastic GPU Service vs. Volcano Engine Comparison Chart

Compute Engine is Google's infrastructure as a service (IaaS) platform for organizations to create and run cloud-based virtual machines. Computing infrastructure in predefined or custom machine sizes to accelerate your cloud transformation. General purpose (E2, N1, N2, N2D) machines provide a good balance of price and performance. Compute optimized (C2) machines offer high-end vCPU performance for compute-intensive workloads. Memory optimized (M2) machines offer the highest memory and are great for in-memory databases. Accelerator optimized (A2) machines are based on the A100 GPU, for very demanding applications. Integrate Compute with other Google Cloud services such as AI/ML and data analytics. Make reservations to help ensure your applications have the capacity they need as they scale. Save money just for running Compute with sustained-use discounts, and achieve greater savings when you use committed-use discounts.

RunPod offers a cloud-based platform designed for running AI workloads, focusing on providing scalable, on-demand GPU resources to accelerate machine learning (ML) model training and inference. With its diverse selection of powerful GPUs like the NVIDIA A100, RTX 3090, and H100, RunPod supports a wide range of AI applications, from deep learning to data processing. The platform is designed to minimize startup time, providing near-instant access to GPU pods, and ensures scalability with autoscaling capabilities for real-time AI model deployment. RunPod also offers serverless functionality, job queuing, and real-time analytics, making it an ideal solution for businesses needing flexible, cost-effective GPU resources without the hassle of managing infrastructure.

OpenMetal is an infrastructure as a service (IaaS) company providing on-demand OpenStack-powered hosted private cloud, bare metal cloud, and GPU servers and clusters to businesses of all sizes. Building and maintaining a private cloud is complex and expensive. It requires a deep understanding of cloud computing technologies and a significant investment in hardware and software. As a result, private clouds have traditionally been only accessible to large enterprises with the resources to invest in them. Many organizations need the flexibility and control of a private cloud, but lack these resources to build and maintain one themselves. OpenMetal makes it possible for organizations of all sizes to have access to this transformative technology without the complexity and expense of building it all themselves. With OpenMetal, you can deploy in just 45 seconds and get started building your own private infrastructure right away.

Ango Hub is a quality-focused, enterprise-ready data annotation platform for AI teams, available on cloud and on-premise. It supports computer vision, medical imaging, NLP, audio, video, and 3D point cloud annotation, powering use cases from autonomous driving and robotics to healthcare AI. Built for AI fine-tuning, RLHF, LLM evaluation, and human-in-the-loop workflows, Ango Hub boosts throughput with automation, model-assisted pre-labeling, and customizable QA while maintaining accuracy. Features include centralized instructions, review pipelines, issue tracking, and consensus across up to 30 annotators. With nearly twenty labeling tools—such as rotated bounding boxes, label relations, nested conditional questions, and table-based labeling—it supports both simple and complex projects. It also enables annotation pipelines for chain-of-thought reasoning and next-gen LLM training and enterprise-grade security with HIPAA compliance, SOC 2 certification, and role-based access controls.

SiteKiosk Online is a Cloud-based, all-in-one kiosk & digital signage software for kiosks, interactive displays, public computers, tablets, and laptops (Windows/Android) in public access locations. You can easily set up tamper-proof, public-facing computers and displays from the SiteKiosk Cloud platform and manage and monitor them remotely from your dashboard in your Cloud account. Create your interactive user interfaces from the easy-to-use SiteKiosk Online editor and publish them to your computers and interactive displays in just a few clicks. Our software ensures your customer’s data is cleared after each session on the remote client. Don’t have the time to design your kiosk and DS interfaces? Leave it to us and contact our office! We create custom kiosk apps and provide comprehensive support during the implementation of your project. Open a 30-day free trial account.

Cloud Run is a fully-managed compute platform that lets you run your code in a container directly on top of Google's scalable infrastructure. We’ve intentionally designed Cloud Run to make developers more productive - you get to focus on writing your code, using your favorite language, and Cloud Run takes care of operating your service. Fully managed compute platform for deploying and scaling containerized applications quickly and securely. Write code your way using your favorite languages (Go, Python, Java, Ruby, Node.js, and more). Abstract away all infrastructure management for a simple developer experience. Build applications in your favorite language, with your favorite dependencies and tools, and deploy them in seconds. Cloud Run abstracts away all infrastructure management by automatically scaling up and down from zero almost instantaneously—depending on traffic. Cloud Run only charges you for the exact resources you use. Cloud Run makes app development & deployment simpler.

Google Cloud is a cloud-based service that allows you to create anything from simple websites to complex applications for businesses of all sizes. New customers get $300 in free credits to run, test, and deploy workloads. All customers can use 25+ products for free, up to monthly usage limits. Use Google's core infrastructure, data analytics & machine learning. Secure and fully featured for all enterprises. Tap into big data to find answers faster and build better products. Grow from prototype to production to planet-scale, without having to think about capacity, reliability or performance. From virtual machines with proven price/performance advantages to a fully managed app development platform. Scalable, resilient, high performance object storage and databases for your applications. State-of-the-art software-defined networking products on Google’s private fiber network. Fully managed data warehousing, batch and stream processing, data exploration, Hadoop/Spark, and messaging.

Cloud solution for managing retail spaces, product categories, planograms and shelf labels. Thanks to the smart automatic generating of planograms optimized according to sales based on user-defined templates it is possible to maintain the planograms in up-to-date state also in large sales networks with diverse stores without increasing demands on human resources. Quant is a integrated solution for Space Planning, Category Management, planograms, ranging, Shelf Labels and POS printing, communication with stores and In-store Marketing. Quant Cloud has all the advantages of cloud computing. Work from all over the world on the same projects as your colleagues and use the same database on different computers. No need to build complex infrastructures and overload your IT department. Our consultants are available to help you when you need it. We train your users and help with data integration so Quant can be live in less than 12 weeks.

Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case. Through Vertex AI Workbench, Vertex AI is natively integrated with BigQuery, Dataproc, and Spark. You can use BigQuery ML to create and execute machine learning models in BigQuery using standard SQL queries on existing business intelligence tools and spreadsheets, or you can export datasets from BigQuery directly into Vertex AI Workbench and run your models from there. Use Vertex Data Labeling to generate highly accurate labels for your data collection. Vertex AI Agent Builder enables developers to create and deploy enterprise-grade generative AI applications. It offers both no-code and code-first approaches, allowing users to build AI agents using natural language instructions or by leveraging frameworks like LangChain and LlamaIndex.

Venn is the leader in BYOD Security. Venn’s Blue Border™ is patented technology that protects company data and applications on BYOD computers used by contractors and remote employees - without VDI. With Venn, work lives in a company-controlled Secure Enclave (installed on the user’s PC or Mac) where all data is encrypted and access is managed. Work applications run locally within the Enclave (no hosting or virtualization) and are protected and isolated from any personal use on the same computer. With Venn, customers are empowered to achieve the cost savings and workforce agility of BYOD, while ensuring robust data protection and compliance with HIPAA, FINRA, PCI, SOC 2, and many more. Join the 700+ organizations, including Fidelity, Guardian, and Voya, that trust Venn to secure their business-critical data and apps.