Best Anomaly Detection Software

Dataiku is an advanced data science and machine learning platform designed to enable teams to build, deploy, and manage AI and analytics projects at scale. It empowers users, from data scientists to business analysts, to collaboratively create data pipelines, develop machine learning models, and prepare data using both visual and coding interfaces. Dataiku supports the entire AI lifecycle, offering tools for data preparation, model training, deployment, and monitoring. The platform also includes integrations for advanced capabilities like generative AI, helping organizations innovate and deploy AI solutions across industries.

Secure your Software Development and Delivery! Xygeni specializes in Application Security Posture Management (ASPM), using deep contextual insights to effectively prioritize and manage security risks while minimizing noise and overwhelming alerts. Our innovative technologies automatically detect malicious code in real-time upon new and updated components publication, immediately notifying customers and quarantining affected components to prevent potential breaches. With extensive coverage spanning the entire Software Supply Chain—including Open Source components, CI/CD processes and infrastructure, Anomaly detection, Secret leakage, Infrastructure as Code (IaC), and Container security—Xygeni ensures robust protection for your software applications. Trust Xygeni Security to protect your operations and empower your team to build and deliver with integrity and security.

Edge Delta is a new way to do observability that helps developers and operations teams monitor datasets and create telemetry pipelines. We process your log data as it's created and give you the freedom to route it anywhere. Our primary differentiator is our distributed architecture. We are the only observability provider that pushes data processing upstream to the infrastructure level, enabling users to process their logs and metrics as soon as they’re created at the source. We combine our distributed approach with a column-oriented backend to help users store and analyze massive data volumes without impacting performance or cost. By using Edge Delta, customers can reduce observability costs without sacrificing visibility. Additionally, they can surface insights and trigger alerts before data leaves their environment.

Zilliz Cloud is a fully managed vector database based on the popular open-source Milvus. Zilliz Cloud helps to unlock high-performance similarity searches with no previous experience or extra effort needed for infrastructure management. It is ultra-fast and enables 10x faster vector retrieval, a feat unparalleled by any other vector database management system. Zilliz includes support for multiple vector search indexes, built-in filtering, and complete data encryption in transit, a requirement for enterprise-grade applications. Zilliz is a cost-effective way to build similarity search, recommender systems, and anomaly detection into applications to keep that competitive edge.

Rely on the most widely deployed observability platform available, built on the proven Elastic Stack (also known as the ELK Stack) to converge silos, delivering unified visibility and actionable insights. To effectively monitor and gain insights across your distributed systems, you need to have all your observability data in one stack. Break down silos by bringing together the application, infrastructure, and user data into a unified solution for end-to-end observability and alerting. Combine limitless telemetry data collection and search-powered problem resolution in a unified solution for optimal operational and business results. Converge data silos by ingesting all your telemetry data (metrics, logs, and traces) from any source in an open, extensible, and scalable platform. Accelerate problem resolution with automatic anomaly detection powered by machine learning and rich data analytics.

Drive business value from predictive analytics. Make informed decisions and improve processes. Create predictive models in seconds for faster and better forecasting & anomaly detection. TIM InstantML is a hyper-automated, augmented machine learning solution for time series data for better, faster, and more accurate forecasting, anomaly detection, and classification. TIM helps you to discover the business value of your data and enables you to leverage the power of predictive analytics. High-quality automatic feature engineering while simultaneously adapting the model structure and model parameters. TIM offers flexible deployment options. Easy integration with some of your favorite platforms. TIM offers a wide array of interfaces. Users looking for a streamlined graphical interface can find this in TIM Studio. Become truly data-driven with powerful, automated predictive analytics. Discover the predictive value in your data faster and easier.

Our blockchain-based technology does not allow any audit trail changes or deletion even by privileged users. Meet the audit trail requirements of many standards and regulations: GDPR, PSD2, PCI-DSS, ISO 27001, HIPAA, SOX, etc. Real-time detailed analysis of everything that happens, as well as AI-driven anomaly detection will prevent any fraud attempts. Straightforward agent or agentless integration of all existing systems, as well as a simple RESTful API. Have a unified command centre for real-time control and insight across all systems and users. Demonstrate compliance at reduced operational cost and minimise effort on audit, forensics and fraud detection. Never again worry about the integrity of your critical data – we use blockchain so no one can ever tamper with it.

Auger.AI has the most complete solution for ensuring machine learning model accuracy. Our MLRAM tool (Machine Learning Review and Monitoring) ensures your models are consistently accurate. It even computes the ROI of your predictive model! MLRAM works with any machine learning technology stack. If your ML system lifecyle doesn’t include consistent measurement of model accuracy, you’re likely losing money from inaccurate predictions. And frequent retraining of models is both expensive and, if they’re experiencing concept drift, may not fix the underlying problem. MLRAM provides value to both the data scientist and business user with features like accuracy visualization graphs, performance and accuracy alerts, anomaly detection and automated optimized retraining. Hooking up your predictive model to MLRAM is just a single line of code. We offer a free one month trial of MLRAM to qualified users. Auger.AI is the most accurate AutoML platform.

Anomaly detection in time series data is essential for the day-to-day operation of many companies. With Timeseries Insights API Preview, you can gather insights in real-time from your time-series datasets. Get everything you need to understand your API query results, such as anomaly events, forecasted range of values, and slices of events that were examined. Stream data in real-time, making it possible to detect anomalies while they are happening. Rely on Google Cloud's end-to-end infrastructure and defense-in-depth approach to security that's been innovated for over 15 years through consumer apps like Gmail and Search. At its core, Timeseries Insights API is fully integrated with other Google Cloud Storage services, providing you with a consistent method of access across storage products. Detect trends and anomalies with multiple event dimensions. Handle datasets consisting of tens of billions of events. Run thousands of queries per second.

Automate anomaly detection to meet SLAs. Monitor the entire network. Optimize digital experiences. Modernize network security leveraging your existing infrastructure through an agentless, AI-assisted approach. Enforce access by least privilege. Create identity-based boundaries. Extend to applications, devices, and infrastructure. Instant notifications of escalations. Review all session activity and details from cohesive logs. Enable device fingerprinting and gain network topology insights. Seamlessly connect to your existing infrastructure. Unify connectivity and control from campus to cloud. Organizations can use Lumeus to monitor and detect escalations using AI; segment traffic to prevent lateral movement; and secure user access by extending MFA and zero trust to network infrastructure all with one unified management plane. Lumeus has a cloud management portal that connects to your infrastructure via API.

Foresee problems before they occur with an Azure AI anomaly detection service. Easily embed time-series anomaly detection capabilities into your apps to help users identify problems quickly. AI Anomaly Detector ingests time-series data of all types and selects the best anomaly detection algorithm for your data to ensure high accuracy. Detect spikes, dips, deviations from cyclic patterns, and trend changes through both univariate and multivariate APIs. Customize the service to detect any level of anomaly. Deploy the anomaly detection service where you need it, in the cloud or at the intelligent edge. A powerful inference engine assesses your time-series dataset and automatically selects the right anomaly detection algorithm to maximize accuracy for your scenario. Automatic detection eliminates the need for labeled training data to help you save time and stay focused on fixing problems as soon as they surface.

Robust software platform, REST APIs, analytics, and work prioritization to help you efficiently and accurately inspect energy infrastructure with powerful AI capabilities. Optimize your inspection with the highest accuracy. PowerAI makes inspections safer, more cost and time-efficient, and more collaborative than ever before. Embrace the future with AI-based visual data processing and keep your people, assets, and community safe. Our AI-based anomaly detection redefines accuracy and consistency in power infrastructure inspections with the most accurate visual data processing in the industry. This precision leads to 50-70% cost savings on data processing and visual anomaly detections as well as 50-60% time savings. We offer industry-leading accuracy for the detection of 27 different assets and asset anomalies. Our technology, driven by machine learning, redefines accuracy and consistency in power infrastructure inspections.

With unparalleled anomaly detection, Supervizor’s continuous quality assurance helps error-proof your accounting and curb fraud. We are on a mission to help corporations produce reliable financial data. Supervizor provides corporations with unique anomaly detection capabilities to identify several types of errors (including accounting ones) and fraud attempts. Processes and people systematically produce errors, and organizations encounter a growing number of fraud schemes. Connect your ERP and let Supervizor consolidate journal entries using our library of millions of accounting patterns. Continuously run ready-to-use checks across multiple areas. Collaborate between teams to oversee financial data quality across subsidiaries, systems, departments, and geographies. Automatically extracts and prepares your data to avoid spending time gathering, scrubbing, and formatting manually. Identifies and prioritizes your riskiest findings to investigate, intelligently minimizing false positives.

InfraSonar is an infrastructure monitoring solution that offers real-time performance monitoring, anomaly detection, and operations optimization. It is designed to be easy to use and adaptable to an organization's unique needs. Its modular setup allows for the easy addition of custom data collectors. InfraSonar also has an extensive API for integration with BI platforms for reporting purposes and supports various notification methods including SMS, WhatsApp, email, and voice calls. InfraSonar is a comprehensive multi-tenant solution designed to scale effortlessly to meet the diverse needs of any Managed Service Provider (MSP) or customer. Our platform offers an extensive set of industry best practices to get you started quickly and efficiently. However, we understand that every business has unique requirements, which is why InfraSonar allows you the flexibility to define your own conditions, views, and reports.

Rapid cloud adoption coupled with the complexities of multi-cloud environments and siloed security teams creates a critical visibility gap for many organizations. Wraith addresses this challenge by offering unparalleled visibility and threat-hunting capabilities across on-premise, hybrid, and multi-cloud architectures. These capabilities are enhanced by AI-enabled anomaly detection, making Wraith an essential tool for neutralizing hidden threats to secure and defend cloud environments. Wraith provides comprehensive multi-terrain visibility, allowing security teams to monitor assets and activities across different Cloud Service Providers (CSPs) with a single tool set. This ensures a unified security posture and faster threat response across diverse and complex cloud environments.

Logtail lets you query your logs the same way you query a database. Experience radically better SQL-compatible log management at an unbeatable price. Store your logs in a structured format and search them easily with SQL. Create actionable dashboards with hosted Grafana. Archive log fragments, collaborate with colleagues, and get automatic anomaly detection alerts.

At Bedrock Security, frictionless data security means freedom to embrace cloud and AI data growth safely, without slowing your business down. Start your data security journey, and confidently move beyond just visibility. Understand your material data with AI reasoning and ensure cloud and GenAI compliance controls are enforced with out-of-the-box compliance frameworks. Your data isn’t static, it’s growing, changing, and moving, making it critical for you to perform security assessments continuously. Efficiently manage remediation and response, integrating behavior-based anomaly detection, SIEM/SOAR integration, policy enforcement, and prioritization based on data context. Mature security programs can frictionlessly enable business operations while effectively managing risk to the brand, revenue, and reputation of the organization. Bedrock’s AIR helps organizations with data minimization, identity and access minimization, and data hardening.