Chooch vs. Matroid Comparison Chart

Kognition AI security stops threats in real-time. Transform legacy security into intelligent protection that pays for itself. Kognition AI integrates seamlessly with existing cameras and access control - no costly rip-and-replace required. Why Security Leaders Choose Us: ✓ 24/7 AI Guardian that never misses threats or calls in sick ✓ Works with Axis, Hanwha, Avigilon, Genetec, Milestone, and other popular platforms and devices. ✓ Real-time alerts deliver actionable intelligence in seconds ✓ Easy to deploy enterprise-grade security Perfect for corporate campuses, schools and universities, office buildings, hospitals, and retailers seeking modern security to reduce risk and improve staff, student, and tenant safety. Transform your security team from reactive responders to proactive guardians with Kognition AI - schedule a demo today!

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.

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.

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.

Detect, investigate, and resolve security incidents and threats using a single, scalable SIEM solution. Log360 provides you with actionable insights and analytics-driven intelligence for real-time security monitoring, advanced threat detection, incident management, and behavioral analytics-based anomaly detection. Built as the bedrock for your SOC, ManageEngine Log360 comes with out-of-the-box correlation and workflow rules, dashboards, reports, and alert profiles to help you address vital security issues with little manual intervention.

Fraudnet's AI-driven platform empowers enterprises to prevent threats, streamline compliance, and manage risk in real-time. Our sophisticated machine learning models continuously learn from billions of transactions to identify anomalies and predict fraud attacks. Our unified solutions: comprehensive screening for smoother onboarding & improved compliance, continuous monitoring to proactively identify new threats, & precision fraud detection across channels and payment types. With dozens of data integrations and advanced analytics, you'll dramatically reduce false positives while gaining unmatched visibility. And, with no-code/low-code integration, our solution scales effortlessly as you grow. The results speak volumes: Leading payments companies, financial institutions, innovative fintechs, and commerce brands trust us worldwide—and they're seeing dramatic results: 80% reduction in fraud losses and 97% fewer false positives. Request your demo today and discover Fraudnet.

Verkada brings the ease of use that consumer security solutions provide, to the levels of scale and protection that businesses and organizations require. By building high-end hardware on an intuitive, cloud-based software platform, modern enterprises are able to run safer, smarter buildings across all of their locations. PoE cameras are online and fully operational in minutes. No NVRs or DVRs. Store up to 365 days of footage locally. Stay ahead of emerging threats with ongoing feature and security updates. Cameras send encrypted thumbnails to the cloud and stream only when actively viewed. Store clips in the cloud indefinitely and easily share archived events with key stakeholders. Bring footage across sites into one dashboard and grant secure access to your entire team. Cameras act as sensors, leveraging the latest in AI and edge computing to uncover actionable insights in real-time. Overcome common challenges associated with physical security management.

A10 Defend Threat Control, a SaaS component of the A10 Defend suite, offers a real-time DDoS attack map and proactive, detailed list of DDoS weapons. Unlike other tools available today that provide convenience at the cost of false positives and false negatives, A10 Defend Threat Control provides hands-on insights into attackers, victims, analytics, vectors, trends, and other characteristics, helping organizations establish a more robust security posture by delivering actionable insights to block malicious IPs that can launch or amplify DDoS attacks.

Control every aspect of your video using AI, from ideation to final edits, on one holistic platform. We’re pioneering the integration of AI and video production, enabling the transformation of a single idea into a cohesive, AI-generated video. LTX Studio empowers individuals to share their visions, amplifying their creativity through new methods of storytelling. Take a simple idea or a complete script, and transform it into a detailed video production. Generate characters and preserve identity and style across frames. Create the final cut of a video project with SFX, music, and voiceovers in just a click. Leverage advanced 3D generative technology to create new angles that give you complete control over each scene. Describe the exact look and feel of your video and instantly render it across all frames using advanced language models. Start and finish your project on one multi-modal platform that eliminates the friction of pre- and post-production barriers.

FAMCare – Turning Human Services Data Into Funder-Ready Results FAMCare by Global Vision Technologies helps human service agencies prove impact and secure funding with powerful, real-time reporting. Trusted nationwide, FAMCare is HIPAA-compliant, SOC 2 Type II, and TX-RAMP Level 2 certified, ensuring your data stays secure and compliant. Built on the Visions 2.0 Low-Code Engine, FAMCare adapts to your unique programs—no coding, no costly redevelopment. From intake to outcomes, agencies in child welfare, aging, housing, victim services, and behavioral health use FAMCare to track performance, automate reporting, and deliver insights funders demand. With integrated Power BI analytics and dynamic dashboards, you’ll transform raw data into stories of measurable success. Know your data. Prove your results. Fund your mission. FAMCare is for agencies who need to stop wasting time. 👉 Request a demo today and see FAMCare in action.