ConfigOS vs. Ludwig Comparison


ConfigOS SteelCloud	Ludwig Uber AI	+	+
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		Related Products Flagsmith Flagsmith is a fully supported open-source feature flag, remote config, and A/B testing service. Use our hosted API, deploy to your own private cloud, or run on-premise. Create and manage feature flags across web, mobile, and server-side applications. Wrap a section of code with a flag, and then use Flagsmith to toggle that feature on or off for different environments, users, or user segments. Feature flags – Release features with phased rollouts and instant rollback capabilities. Remote config – Toggle individual features on and off, and make changes without deploying new code. A/B and multivariate testing – Use segments to run A/B and multivariate tests on new features. Introduce beta programs to get early user feedback. Organization management – Projects, and roles for team members help keep your deployment organized. Integrations – Connect to your favorite tools. MCP and CLI – Set up automated feature management workflows controlled by your AI agents 43 Ratings Visit Website Auvik Auvik's cloud-based network monitroing and management software gives you instant insight into the networks you manage, and automates complex and time-consuming network tasks. You get complete network visibility and control. Real-time network mapping & inventory means you'll always know exactly whats where, even as your users move. Automated config backup & restore on network devices means you'll mitigate network risk with no manual effort. And deep network traffic insights is a game changer. Whether you are a corporate IT professional or a Managed Service Provider, Auvik has a simple, out of the box solution for you and your team that only take minutes to deploy. 675 Ratings Visit Website NinjaOne NinjaOne unifies IT to simplify work for 35,000+ customers in 140+ countries. The NinjaOne Unified IT Operations Platform delivers endpoint management, autonomous patching, backup, and remote access in a single console to improve efficiency, increase resilience, and reduce spend. By automating IT and managing all endpoints, organizations give employees a great technology experience to work faster, smarter, and easier while IT teams modernize and improve efficiency. NinjaOne is a Leader in the Gartner Magic Quadrant for Endpoint Management Tools. The company is obsessed with customer success and has retained a 98% customer satisfaction score for more than 5 years. 6,035 Ratings Visit Website DriveStrike DriveStrike is easy to use, implement and manage. With DriveStrike you can execute secure remote wipe, remote lock, and remote locate commands on any platform. Integrated drive encryption support as well as mobile device management MDM for mobile platforms. Our professional support team is always available to answer your questions and help you install our services or manage your account and devices. Protecting your data and devices has never been easier or more cost effective. If you have questions or need help understanding how best to protect your data please contact us and we will gladly answer your questions. Protect your business with a device and data protection platform that keeps all devices safe with a single solution and Dashboard. Keep your Workstations, MacBooks, iPads, Smartphones, Tablets, Laptops safe, secure, and organized. 24 Ratings Visit Website ESET PROTECT Advanced ESET Protect Advanced is a comprehensive cybersecurity solution designed for businesses of all sizes. It offers advanced endpoint protection against ransomware, zero-day threats, and sophisticated attacks with ESET LiveSense technology. It includes full disk encryption for legal compliance and data protection. The solution features proactive cloud-based threat defense using adaptive scanning, machine learning, cloud sandboxing, and behavioral analysis to prevent new threats. Mobile threat defense secures Android and iOS devices with anti-malware, anti-theft, and mobile device management. It also provides cloud app protection, mail server security, and vulnerability and patch management. Extended detection and response (XDR) enhances threat detection and response, while multi-factor authentication adds security. The solution offers single-pane-of-glass remote management for visibility into threats and users, along with advanced reporting and custom notifications. 2,304 Ratings Visit Website Orca Security Designed for organizations operating in the cloud who need complete, centralized visibility of their entire cloud estate and want more time and resources dedicated to remediating the actual risks that matter, Orca Security is an agentless cloud Security Platform that provides security teams with 100% coverage their entire cloud environment. Instead of layering multiple siloed tools together or deploying cumbersome agents, Orca combines two revolutionary approaches - SideScanning, that enables frictionless and complete coverage without the need to maintain agents, and the Unified Data Model, that allows centralized contextual analysis of your entire cloud estate. Together, Orca has created the most comprehensive cloud security platform available on the marketplace. 606 Ratings Visit Website Admin By Request Endpoint Privilege Management Admin By Request EPM gives organizations control over who and what can elevate on their endpoints, without standing up servers, databases, or a dedicated admin team to run it. The model is least privilege: a user or an application receives the specific access its task requires and nothing more. This closes off a common attack route, since permanent local admin rights are what an attacker inherits when malware executes or a credential is stolen. Removing admin rights does not push users back into support queues. When someone needs a longer stretch of elevated work, they run an Admin Session that expires on its own. When they need only one program elevated, Run As Admin handles that alone and leaves the rest of the system unprivileged. Requests can be approved through the portal, the mobile app, or the API. Files receive an OPSWAT MetaDefender reputation check before elevation, and software that has already been vetted can clear automatically through pre-approval or the AI and Machine Learning approval engine. A single agent supports Windows, macOS, and Linux and behaves the same whether the endpoint is online or offline. Auditing and inventory are included as standard. 105 Ratings Visit Website Bitdefender Ultimate Small Business Security Bitdefender Small Business Security delivers enterprise-grade, layered cyber-protection designed specifically for small organizations. It covers Windows, macOS, iOS, and Android devices with centralized, easy-to-use management, so businesses without a dedicated IT staff can deploy and monitor security from one dashboard. Key features include multi-layered endpoint protection (machine learning, behavioral analytics, real-time monitoring, process termination, and rollback) to prevent known and unknown threats. It offers ransomware prevention and mitigation (detecting abnormal encryption attempts and restoring files from backups), fileless attack protection (memory/back-injection interference, script blocking), phishing & fraud prevention (blocking deceptive sites and warning users), and advanced exploit protection (real-time shield of browsers, Office apps, Adobe Reader) for comprehensive endpoint defense. 5 Ratings Visit Website Astra Pentest Astra’s Pentest is a comprehensive penetration testing solution with an intelligent automated vulnerability scanner coupled with in-depth manual pentesting. On top of 10000+ tests including security checks for all CVEs mentioned in the OWASP top 10, and SANS 25, the automated scanner also conducts all tests required to comply with ISO 27001, HIPAA, SOC2, and GDPR. Astra offers an interactive pentest dashboard that the user can use to visualize vulnerability analyses, assign vulnerabilities to team members, and collaborate with security experts. And if the users don’t want to get back to the dashboard every time they want to use the scanner or assign a vulnerability to a team member, they can simply use the integrations with CI/CD platforms, Slack, and Jira. 295 Ratings Visit Website Airlock Digital Airlock Digital is an application control solution that enforces a Deny by Default security posture. It enables organizations to define trusted applications, scripts, libraries, and processes at a granular level using file hash, path, publisher, or parent process. Only those explicitly defined as trusted are allowed to execute. The platform supports Windows, macOS, and Linux systems, including legacy operating systems and operational technology (OT) environments. Airlock Digital includes allowlisting and blocklisting capabilities, integrated file reputation checks via VirusTotal, and detailed logging for audit and compliance. Exception management is supported through features such as rule-based overrides and time-bound One-Time Passwords (OTPs). Centralized policy management allows consistent enforcement across large and distributed environments. The platform is available as an on-premises deployment, in the cloud, or as a managed hosted service. 35 Ratings Visit Website
About ConfigOS is currently implemented in classified and unclassified environments, tactical and weapon system programs, disconnected labs, and the commercial cloud. ConfigOS is client-less technology, requiring no software agents. ConfigOS scans endpoint systems and remediates hundreds of STIG controls in under 90 seconds. Automated remediation rollback as well as comprehensive compliance reporting and STIG Viewer Checklist output are provided. ConfigOS was designed to harden every CAT 1/2/3 STIG control around an application baseline in about 60 minutes - typically eliminating weeks or months from the RMF accreditation timeline. ConfigOS addresses Microsoft Windows workstation and server operating systems, SQL Server, IIS, IE, Chrome, and all of the Microsoft Office components. The same instance of ConfigOS addresses Red Hat 5/6/7, SUSE, Ubuntu, and Oracle Linux. ConfigOS content includes over 10,000 STIG and CIS controls. New functionality in Command Center includes a patent-pend	About Ludwig is a low-code framework for building custom AI models like LLMs and other deep neural networks. Build custom models with ease: a declarative YAML configuration file is all you need to train a state-of-the-art LLM on your data. Support for multi-task and multi-modality learning. Comprehensive config validation detects invalid parameter combinations and prevents runtime failures. Optimized for scale and efficiency: automatic batch size selection, distributed training (DDP, DeepSpeed), parameter efficient fine-tuning (PEFT), 4-bit quantization (QLoRA), and larger-than-memory datasets. Expert level control: retain full control of your models down to the activation functions. Support for hyperparameter optimization, explainability, and rich metric visualizations. Modular and extensible: experiment with different model architectures, tasks, features, and modalities with just a few parameter changes in the config. Think building blocks for deep learning.
Platforms Supported Windows 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 Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Insititutions requiring client-less technology that requires no software agents	Audience Developers interested in a low-code framework to build custom AI models like LLMs and other deep neural networks
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Not Supported	API Offers API 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 Supported In Person Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information SteelCloud Founded: 1987 United States www.steelcloud.com	Company Information Uber AI Founded: 2016 United States ludwig.ai/latest/
Alternatives TridentStack Control TridentStack	Alternatives DeepSpeed Microsoft
ConfigCobra	Automaton AI
AWS Config Amazon	Axolotl
rConfig	MLBox Axel ARONIO DE ROMBLAY
WeConfig Westermo View All	Predibase View All
Categories Compliance Supported Cybersecurity Supported Endpoint Protection Supported Network Security Supported Vulnerability Management Supported	Categories Machine Learning Supported
Show More Features Compliance Features Archiving & Retention Not Supported Artificial Intelligence (AI) Not Supported Audit Management Supported Compliance Tracking Supported Controls Testing Supported Environmental Compliance Not Supported FDA Compliance Not Supported HIPAA Compliance Not Supported Incident Management Not Supported ISO Compliance Not Supported OSHA Compliance Not Supported Risk Management Supported Sarbanes-Oxley Compliance Not Supported Surveys & Feedback Not Supported Version Control Not Supported Workflow / Process Automation Not Supported Cybersecurity Features AI / Machine Learning Not Supported Behavioral Analytics Not Supported Endpoint Management Supported Incident Management Supported IOC Verification Not Supported Tokenization Not Supported Vulnerability Scanning Supported Whitelisting / Blacklisting Not Supported Endpoint Protection Features Activity Log Supported Antivirus Not Supported Application Security Supported Behavioral Analytics Not Supported Device Management Not Supported Encryption Supported Signature Matching Supported Web Threat Management Supported Whitelisting / Blacklisting Not Supported Network Security Features Access Control Supported Analytics / Reporting Not Supported Compliance Reporting Not Supported Firewalls Not Supported Internet Usage Monitoring Not Supported Intrusion Detection System Not Supported Threat Response Supported VPN Supported Vulnerability Scanning Supported Vulnerability Management Features Asset Discovery Not Supported Asset Tagging Not Supported Network Scanning Supported Patch Management Not Supported Policy Management Supported Prioritization Not Supported Risk Management Supported Vulnerability Assessment Supported Web Scanning Not Supported
Integrations AWS Marketplace Supported Aim Not Supported Alpaca Not Supported Comet Not Supported Discord Not Supported Docker Not Supported Hugging Face Not Supported Kubernetes Not Supported Llama 2 Not Supported MLflow Not Supported Python Not Supported RAY Not Supported TensorBoard Not Supported Triton Not Supported Weights & Biases Not Supported Show More Integrations View All 1 Integration	Integrations AWS Marketplace Not Supported Aim Supported Alpaca Supported Comet Supported Discord Supported Docker Supported Hugging Face Supported Kubernetes Supported Llama 2 Supported MLflow Supported Python Supported RAY Supported TensorBoard Supported Triton Supported Weights & Biases Supported Show More Integrations View All 14 Integrations
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