DataRobot vs. Focus Comparison


DataRobot	Focus Paragon Business Solutions	+	+
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The platform combines dedicated bare metal resources with flexible deployment options to help businesses balance performance, scalability, and cost. With high-performance networking, resource isolation, and global connectivity, Servers.com enables organizations to support mission-critical applications and demanding workloads. 15 Ratings Visit Website IONOS Cloud GPU Servers IONOS GPU Servers provide an accelerated computing infrastructure designed to handle workloads that require significantly more processing power than traditional CPU-based systems. It integrates enterprise-grade NVIDIA GPUs such as the H100, H200, and L40s, as well as specialized AI accelerators like Intel Gaudi, enabling massive parallel processing for compute-intensive applications. GPU-accelerated instances extend cloud infrastructure with dedicated graphics processors so virtual machines can perform complex calculations and data-heavy operations much faster than conventional servers. It is particularly suitable for artificial intelligence, deep learning, and data science tasks that involve training models on large datasets or performing high-speed inference operations. It also supports big data analytics, scientific simulations, and visualization workloads such as 3D rendering or modeling that require high computational throughput. 45,199 Ratings Visit Website Google Compute Engine 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. 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About AI Cloud is a new approach built for the demands, challenges and opportunities of AI today. A single system of record, accelerating the delivery of AI to production for every organization. All users collaborate in a unified environment built for continuous optimization across the entire AI lifecycle. The AI Catalog enables seamlessly finding, sharing, tagging, and reusing data, helping to speed time to production and increase collaboration. The catalog provides easy access to the data needed to answer a business problem while ensuring security, compliance, and consistency. If your database is protected by a network policy that only allows connections from specific IP addresses, contact Support for a list of addresses that an administrator must add to your network policy (whitelist).	About Focus is a central tool that improves model governance, transparency, efficiency and effectiveness. Focus ensures you adhere to best practice for regulatory requirements in a controlled, systemic way. Define and adhere to policy and process, with comprehensive records, reporting and remediation to help you stay on track. With easy, controlled access to all models, reports and documents and up to the minute status, tasks and actions dashboards, it also facilitates better prioritization and resource planning in a single practical solution. - Defined data and model dependencies and taxonomy - Centralised model inventory - Model risks reported and remediation plans tracked - Model lifecycle events and workflow management - Full audit trail, tracking and reporting - User configurable reporting and querying - Implementation flexibility
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Data scientists looking for a Deep Learning solution	Audience Banks, lenders, fintechs, all organizations that use analytic models to make decisions
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Supported
Company Information DataRobot United States www.datarobot.com	Company Information Paragon Business Solutions Founded: 1991 United Kingdom www.credit-scoring.co.uk/focus
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Gemini Enterprise Agent Platform Google	Fairly
Domino Enterprise AI Platform Domino Data Lab View All	IBM watsonx.governance IBM View All
Categories AI Cloud Providers Supported AI Development Supported AI Infrastructure Supported Data Science Supported Deep Learning Supported Machine Learning Supported Model Risk Management Supported	Categories Financial Risk Management Supported Model Risk Management Supported
Show More Features Deep Learning Features Convolutional Neural Networks Supported Document Classification Not Supported Image Segmentation Supported ML Algorithm Library Supported Model Training Supported Neural Network Modeling Supported Self-Learning Not Supported Visualization Supported Machine Learning Features Deep Learning Supported ML Algorithm Library Supported Model Training Supported Natural Language Processing (NLP) Not Supported Predictive Modeling Supported Statistical / Mathematical Tools Not Supported Templates Supported Visualization Supported	Show More Features Financial Risk Management Features Compliance Management Not Supported Credit Risk Management Supported For Hedge Funds Not Supported Liquidity Analysis Not Supported Loan Portfolio Management Not Supported Market Risk Management Not Supported Operational Risk Management Not Supported Portfolio Management Not Supported Portfolio Modeling Supported Risk Analytics Benchmarks Not Supported Stress Tests Not Supported Value At Risk Calculation Not Supported
Integrations Azure Marketplace Supported CData Python Connectors Supported COZYROC SSIS+ Suite Supported Chainguard Supported CognitiveScale Cortex AI Supported DataOps.live Supported Lyftrondata Supported Majesco Supported Mona Supported Pipedream Supported Qlik Staige Supported QlikMaps Supported Quickwork Supported SAP Business Data Cloud Supported SpendView Supported Superwise Supported Tableau Supported TruEra Supported UniverseBridge Supported Show More Integrations View All 24 Integrations	Integrations Azure Marketplace Not Supported CData Python Connectors Not Supported COZYROC SSIS+ Suite Not Supported Chainguard Not Supported CognitiveScale Cortex AI Not Supported DataOps.live Not Supported Lyftrondata Not Supported Majesco Not Supported Mona Not Supported Pipedream Not Supported Qlik Staige Not Supported QlikMaps Not Supported Quickwork Not Supported SAP Business Data Cloud Not Supported SpendView Not Supported Superwise Not Supported Tableau Not Supported TruEra Not Supported UniverseBridge Not Supported Show More Integrations
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