Best Anomaly Detection Software for Amazon Web Services (AWS)

CloudNito, an AI-powered SaaS solution, is designed to help companies of all sizes optimize AWS cloud costs. Our solution combines real time monitoring, advanced anomaly detecting, and automated cost saving actions to eliminate wasteful cloud spending and improve efficiency. The following are the key features: AI-driven cost anomaly identification Automated resource scaling, optimization and scaling Cost allocation and reporting in detail Cost forecasting - a predictive tool Customizable alerts, thresholds and alerts CloudNito allows companies to save on their AWS costs, ensuring that they get the most out of their cloud investment.

Dataiku provides a powerful AI platform that helps organizations harness the potential of data science and machine learning by enabling teams to collaborate on AI-driven projects. With a flexible user interface that supports both no-code and code-based workflows, Dataiku allows users to streamline data preparation, build models using AutoML, and deploy solutions across diverse environments. The platform supports advanced capabilities like generative AI and AI governance, making it suitable for enterprises seeking scalable and secure AI solutions across various business functions.

Searching and analyzing structured data is easy; however, over 80% of generated data is unstructured, requiring a different approach. Machine learning converts unstructured data into high-dimensional vectors of numerical values, which makes it possible to find patterns or relationships within that data type. Unfortunately, traditional databases were never meant to store vectors or embeddings and can not meet unstructured data's scalability and performance requirements. Zilliz Cloud is a cloud-native vector database that stores, indexes, and searches for billions of embedding vectors to power enterprise-grade similarity search, recommender systems, anomaly detection, and more. Zilliz Cloud, built on the popular open-source vector database Milvus, allows for easy integration with vectorizers from OpenAI, Cohere, HuggingFace, and other popular models. Purpose-built to solve the challenge of managing billions of embeddings, Zilliz Cloud makes it easy to build applications for scale.

Auger.AI offers the best solution to ensure accuracy of machine learning models. Our MLRAM tool (Machine Learning Review & Monitoring) ensures that your models are always accurate. It even calculates the ROI for your predictive model! MLRAM can be used with any machine-learning technology stack. Inaccurate predictions can cost you money if your ML system's lifecycle doesn't include consistent measurement. Frequent retraining models can be costly and may not solve the problem if they are experiencing concept drift. MLRAM is a valuable tool for both data scientists and business users. It includes features such as accuracy visualization graphs and performance alerts. It also allows for anomaly detection and automated optimized retraining. It takes only one line of code to connect your predictive model with MLRAM. Qualified users can get a one-month free trial of MLRAM. Auger.AI is the most accurate AutoML platform.

The most widely used observability platform, built on the ELK Stack, is the best choice. It converges silos and delivers unified visibility and actionable insight. All your observability data must be in one stack to effectively monitor and gain insight across distributed systems. Unify all data from the application, infrastructure, user, and other sources to reduce silos and improve alerting and observability. Unified solution that combines unlimited telemetry data collection with search-powered problem resolution for optimal operational and business outcomes. Converge data silos with the ingesting of all your telemetry data from any source, in an open, extensible and scalable platform. Automated anomaly detection powered with machine learning and rich data analysis can speed up problem resolution.

DoiT is a global technology company that delivers a comprehensive cloud operations platform designed to optimize performance, scalability, and cost efficiency. Powered by proactive, industry-leading expertise, DoiT Cloud Intelligence is the only context-aware multicloud platform that turns insights into action. With deep specializations in Kubernetes, GenAI, CloudOps, and FinOps, we partner with AWS, Google Cloud, and Microsoft Azure to help over 4,000 businesses worldwide enhance cloud performance, reliability, and security. Whether managing complex multicloud environments or driving innovation, DoiT provides the intelligence and human expertise needed to maximize your cloud investment.

Mona is a flexible and intelligent monitoring platform for AI / ML. Data science teams leverage Mona’s powerful analytical engine to gain granular insights about the behavior of their data and models, and detect issues within specific segments of data, in order to reduce business risk and pinpoint areas that need improvements. Mona enables tracking custom metrics for any AI use case within any industry and easily integrates with existing tech stacks. In 2018, we ventured on a mission to empower data teams to make AI more impactful and reliable, and to raise the collective confidence of business and technology leaders in their ability to make the most out of AI. We have built the leading intelligent monitoring platform to provide data and AI teams with continuous insights to help them reduce risks, optimize their operations, and ultimately build more valuable AI systems. Enterprises in a variety of industries leverage Mona for NLP/NLU, speech, computer vision, and machine learning use cases. Mona was founded by experienced product leaders from Google and McKinsey&Co, is backed by top VCs, and is HQ in Atlanta, Georgia. In 2021, Mona was recognized by Gartner as a Cool Vendor in AI Operationalization and Engineering.

Cloud Cost Pro is an industry-leading solution for cloud cost optimization. Cloud Cost Pro gives you a 360-degree overview of your multicloud environment. It also provides actionable insights and automated actions to streamline cloud operations. Drive improvements across the organization, improve budgeting and ensure compliance with best practices in security and resilience. Automated assessment of budget violations and anomalies. Cost forecasts, anomaly identification, and optimization recommendations are powered by ML. Get end-to-end visibility and granularity into your cloud resources, to ensure that every dollar is accounted for. Track cloud costs across teams and business units. Get near-real-time insights to optimize cloud cost. You can stop any unauthorized resource that is costing you money before it snowballs.

Many organizations are struggling to gain visibility due to rapid cloud adoption, multi-cloud environments, and siloed teams. Wraith®, which offers unparalleled visibility and threat-hunting capabilities across hybrid, multi-cloud and on-premise architectures, addresses this challenge. These capabilities are enhanced with AI-enabled abnormality detection, making Wraith a vital tool for neutralizing hidden attacks to secure and defend clouds environments. Wraith offers multi-terrain visibility that allows security teams to monitor assets, activities and Cloud Service Providers with a single set of tools. This ensures a unified posture for security and faster threat responses across diverse and complex cloud environment.

[AI] Analytics Intelligence, a software development company for data analytics and artificial Intelligence, is an example of this. We believe that data analytics, data analysis, and artificial intelligence are changing the way organizations, cities, and government agencies are run in the future. We offer services and products to help clients implement a future-proof Digital Transformation strategy. [AI] also offers a consultative service that provides bespoke data architecture project management, implementation, data science, and insight reporting support services for data-driven, forward thinking organizations in both public and private sectors. Analytics Intelligence [AI] is a combination of human data scientists and artificial Intelligence technologies to help clients improve their data analysis, improve decision making, and optimize digital services. Since 2010, we have been researching and developing chatbot systems and artificial intelligence agents for the enterprise market.

NEMESIS: Next generation AI-powered anomaly detection technology that detects fraud and waste. NEMESIS: Next generation AI-powered anomaly detector technology that pinpoints efficiency opportunities within your business management systems. NEMESIS, powered by AI, is an enterprise-ready configurable platform for business solutions that enables business analysts to quickly transform data into actionable insights. AI can solve problems such as overstaffing, medical errors and quality of care. NEMESIS's continuous process monitoring allows you to uncover a wide range risk elements. From predicting quality issues to detecting abuse and waste, NEMESIS can help you. Machine learning and AI can be used to detect fraud schemes and prevent them from draining your finances. Continuous visibility of waste and abuse will help you to keep your budget in check and prevent budget deviations.

Automate anomaly detection in order to meet SLAs. Monitor the entire network. Optimize digital experiences. Modernize network security by leveraging existing infrastructure with an AI-assisted, agentless approach. Access should be restricted based on the least privilege. Create boundaries based on identity. Extend to devices, applications, and infrastructure. Instant notifications for escalated incidents. Cohesive logs allow you to review all session details and activity. Obtain network topology information and enable device fingerprinting. Connect seamlessly to your existing infrastructure. Unify connectivity and management from campus to the cloud. Lumeus allows organizations to monitor and detect escalations by using AI, segment traffic to prevent lateral movements, and secure user access through MFA and zero-trust to network infrastructure. All of this can be done with a single unified management plane. Lumeus offers a cloud-based management portal that connects with your infrastructure using API.

Bedrock Security offers frictionless data protection, allowing you to embrace cloud-based and AI-based data growth without slowing down your business. Begin your data security journey and confidently move past just visibility. Understanding your material data using AI reasoning, and ensuring cloud and GenAI compliance is enforced by out-of-the box compliance frameworks. You must perform continuous security assessments because your data is not static. It's constantly changing, growing, and moving. Integrate behavior-based anomaly detectors, SIEM/SOAR Integration, policy enforcement and prioritization of data context to efficiently manage remediation and responses. Mature security programs enable frictionless business operations, while managing risks to the brand, revenue and reputation of an organization. Bedrock's AIR can help organizations with data minimization and identity and access minimization.