Alternatives to Thoras.ai

Compare Thoras.ai alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Thoras.ai in 2026. Compare features, ratings, user reviews, pricing, and more from Thoras.ai competitors and alternatives in order to make an informed decision for your business.

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    Fairwinds Insights

    Fairwinds Insights

    Fairwinds Ops

    Protect and optimize your mission-critical Kubernetes applications. Fairwinds Insights is a Kubernetes configuration validation platform that proactively monitors your Kubernetes and container configurations and recommends improvements. The software combines trusted open source tools, toolchain integrations, and SRE expertise based on hundreds of successful Kubernetes deployments. Balancing the velocity of engineering with the reactionary pace of security can result in messy Kubernetes configurations and unnecessary risk. Trial-and-error efforts to adjust CPU and memory settings eats into engineering time and can result in over-provisioning data center capacity or cloud compute. Traditional monitoring tools are critical, but don’t provide everything needed to proactively identify changes to maintain reliable Kubernetes workloads.
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    Zilliz Cloud
    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.
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    StormForge

    StormForge

    StormForge

    StormForge Optimize Live continuously rightsizes Kubernetes workloads to ensure cloud-native applications are both cost effective and performant while removing developer toil. As a vertical rightsizing solution, Optimize Live is autonomous, tunable, and works seamlessly with the Kubernetes horizontal pod autoscaler (HPA) at enterprise scale. Optimize Live addresses both over- and under-provisioned workloads by analyzing usage data with advanced machine learning to recommend optimal resource requests and limits. Recommendations can be deployed automatically on a flexible schedule, accounting for changes in traffic patterns or application resource requirements, ensuring that workloads are always right-sized, and freeing developers from the toil and cognitive load of infrastructure sizing. Organizations see immediate benefits from the reduction of wasted resources — leading to cost savings of 40-60% along with performance and reliability improvements across the entire estate.
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    Sensai

    Sensai

    Sensai

    Sensai provides AI based anomaly detection, root cause analysis and prediction tool, enabling real time resolution of issues. Sensai AI solution significantly improves uptime & time to root cause. Empowers IT leaders to manage SLAs for improved performance and profitability. Streamlines & automates anomaly detection, prediction, root cause analysis (RCA) & resolution. Holistic view & integrated analytics through integration w/3rd party tools. Pre-trained algorithms & models from day one.
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    NEMESIS

    NEMESIS

    Aviana

    NEMESIS: Next-generation AI-powered anomaly detection technology designed to recognize fraud and waste. NEMESIS: Next-generation AI-powered anomaly detection technology pinpoints efficiency opportunities in your business management systems. Powered by AI, NEMESIS is an enterprise-ready configurable business solution platform, empowering business analysts to swiftly transform data into actionable insights. Allow the power of AI to solve your problems of overstaffing, medical errors, quality of care, and claims fraud. Benefit from NEMESIS’s uninterrupted process monitoring, unearthing a wide range of risk elements, from predicting quality issues to waste and abuse. Employ machine learning and AI to detect fraud and fraud schemes before they drain your finances. Exercise more robust controls over expenses and budget deviations, through continuous visibility of waste and abuse.
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    DoiT

    DoiT

    DoiT

    DoiT is a global technology company that delivers a comprehensive cloud operations platform powered by proactive, industry-defining expertise so you can increase your operating margins and fuel innovation. DoiT Cloud Intelligence is the only context-aware multicloud intelligence platform that enables you to optimize, scale, and innovate. You turn insights into actions hand-in-hand with our cloud architects to make their cloud performant, reliable, and secure. An award-winning strategic partner of AWS, Google Cloud, and Microsoft Azure, we bring specializations in Kubernetes, GenAI, CloudOps, and more, to help more than 4,000 customers worldwide leverage the cloud to drive business growth and innovation.
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    Cloud Cost Pro
    Introducing Cloud Cost Pro, an industry-leading cloud cost optimization and FinOps solution. With Cloud Cost Pro, you get a 360-degree view of your multi-cloud environment, complete with actionable insights, ML-powered recommendations, and automated actions for streamlined cloud operations. Drive organization-wide improvements, enhance budgeting, and ensure compliance with security and resiliency best practices. Automate assessment of best practices and actions on budget violations and anomalies. Get ML-powered cost forecasts, anomaly detection, and optimization recommendations. Gain end-to-end, granular visibility into your cloud resources to ensure every dollar spent is accounted for. Track multi-cloud costs across different teams and business units easily. Get near real-time actionable insights to optimize cloud costs. With ML-powered anomaly detection, you can shut down any unauthorized, costly resource before costs snowball.
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    cloudNito

    cloudNito

    cloudNito

    cloudNito is an innovative AI-powered SaaS platform designed to help businesses of all sizes optimize their AWS cloud costs. Our solution combines real-time monitoring, advanced anomaly detection, and automated cost-saving actions to eliminate wasteful spending and improve cloud efficiency. Key features include: AI-driven cost anomaly detection Automated resource scaling and optimization Detailed cost allocation and reporting Predictive cost forecasting Customizable alerts and thresholds With cloudNito, companies can save their AWS bills, ensuring maximum value from their cloud investment.
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    Infrascale Cloud Backup
    Infrascale offers an enterprise cloud backup solution which includes Anomaly Detection, to alert you when the number of “new” or “changed” files dramatically changes from established benchmark levels. The Anomaly Detection feature provides an important early warning system to quickly isolate a ransomware infection and allow you to recover important data before the entire network is frozen. Infrascale understands that backup and recovery of mission-critical data is of utmost importance. This includes the flexibility to perform backups on any endpoint device, and to deliver fast and effortless restores – as well as making it easy to use for the end user. Infrascale Cloud Backup provides unlimited retention and version history, with support for an unlimited number of endpoint devices. Endpoint backup data is always available! With built-in local backup for rapid restore and redundancy, and Live Protect to monitor and capture data changes real-time.
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    Avora

    Avora

    Avora

    AI-powered anomaly detection and root cause analysis for the metrics that matter to your business. Using machine learning, Avora autonomously monitors your business metrics 24/7 and alerts you to critical events so that you can take action in hours, rather than days or weeks. Continuously analyze millions of records per hour for unusual behavior, uncovering threats and opportunities in your business. Use root cause analysis to understand what factors are driving your business metrics up or down so that you can make changes quickly, and with confidence. Embedded Avora’s machine learning capabilities and alerts into your own applications, using our suite of APIs. Get alerted about anomalies, trend changes and thresholds via email, Slack, Microsoft Teams, or to any other platform via Webhooks. Share relevant insights with other team members​. Invite others to track existing metrics and receive notifications in real-time.
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    IBM Cloudability
    IBM Targetprocess (formerly Apptio Cloudability). Establish team budgets and accurately forecast and track cloud spend. Correlate cloud spend to business value to make cloud investment decisions with confidence. Stay informed of costs and act on anomalies and rightsizing opportunities by team, service, or project. Accurately allocate all costs, including containers and support charges, to ensure a full chargeback of cloud costs to the business. Leverage rightsizing capabilities across major cloud services to reduce operating expenses and fund future investments. Enable team ownership of cloud spend and correlate this spend to business value for more effective strategic decision-making. Develop a comprehensive cloud optimization strategy geared for immediate cost savings. Included are a set of optimization recommendations aligned with the business while starting to enable accountability across the org.
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    Elastigroup

    Elastigroup

    Spot by NetApp

    Provision, manage and scale compute infrastructure on any cloud. Save up to 80% on your costs while ensuring SLA and high-availability. Elastigroup is a cluster software, designed to optimize performance and costs. It enables companies of all sizes and verticals to reliably leverage Cloud Excess Capacity to optimize and accelerate workloads and save up to 90% on infrastructure compute costs. Elastigroup makes use of proprietary price prediction technology to deploy reliably onto Spot Instances. By predicting interruptions and fluctuations Elastigroup is able to offensively rebalance clusters to prevent interruption. Elastigroup reliably leverages excess capacity across all major cloud providers such as EC2 Spot Instances (AWS), Low-priority VMs (Microsoft Azure) and Preemptible VMs (Google Cloud), while removing risk and complexity, providing simple orchestration and management at scale.
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    Azure AI Anomaly Detector
    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.
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    ManageEngine CloudSpend
    ManageEngine CloudSpend is a cloud cost management tool designed to help organizations optimize their cloud expenditures across AWS, Azure, and Google Cloud Platform (GCP). It offers real-time insights into cloud spending, enabling businesses to implement best practices such as chargebacks, capacity reservations, and resource rightsizing. Key features include Business Units for cost accountability, budget creation with alerts, and detailed spend analysis by service, region, and account. Additionally, CloudSpend provides AI-driven anomaly detection to identify unexpected cost spikes and offers recommendations for cost optimization. With its user-friendly interface and comprehensive reporting capabilities, CloudSpend empowers organizations to achieve greater financial control and efficiency in their cloud operations.
    Starting Price: 1% of cloud bill
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    Exostellar

    Exostellar

    Exostellar

    Exostellar is a self-managed AI infrastructure orchestration platform built to simplify how enterprises run heterogeneous CPU and GPU environments. It intelligently handles scaling, scheduling, and optimization so AI developers and IT teams don’t have to manage infrastructure complexity manually. Exostellar unifies orchestration, optimization, and scalability into a single adaptive layer designed for hybrid and multi-cloud environments. The platform supports advanced CPU and GPU resource management, including just-in-time provisioning and AI-assisted scheduling. With autonomous right-sizing and smart workload tuning, Exostellar helps organizations maximize infrastructure utilization. It is vendor-agnostic and avoids lock-in, giving teams full control across clusters and clouds. By boosting efficiency and reducing costs, Exostellar significantly improves ROI for enterprise AI infrastructure.
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    Wraith

    Wraith

    NetCentrics

    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.
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    InfraView

    InfraView

    InfraSight Software

    InfraView features a proprietary benchmark (WCU) that measures compute capacity and workload costs with business-level context, providing a universal language for the suite to assess key events, streamline stakeholder communications, and ensure operational effectiveness and resiliency. Assess the impacts of key business events and accurately evaluate ROI to make informed future investment decisions with a clear understanding of potential risks and benefits. Track workload costs to ensure team and vendor accountability, articulate ROI from various configurations and IT strategies, and maintain stakeholder understanding and alignment. Achieve cost transparency and gain confidence and assurances by identifying and eliminating wasteful spending, ensuring that every expenditure is necessary and optimally utilized. Utilize our WCU measurement to comprehend workload demand and capacity. Drive increased yield, anticipate constraints, and enhance planning for growth, and scalability.
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    Acryl Data

    Acryl Data

    Acryl Data

    No more data catalog ghost towns. Acryl Cloud drives fast time-to-value via Shift Left practices for data producers and an intuitive UI for data consumers. Continuously detect data quality incidents in real-time, automate anomaly detection to prevent breakages, and drive fast resolution when they do occur. Acryl Cloud supports both push-based and pull-based metadata ingestion for easy maintenance, ensuring information is trustworthy, up-to-date, and definitive. Data should be operational. Go beyond simple visibility and use automated Metadata Tests to continuously expose data insights and surface new areas for improvement. Reduce confusion and accelerate resolution with clear asset ownership, automatic detection, streamlined alerts, and time-based lineage for tracing root causes.
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    Elastic Observability
    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.
    Starting Price: $16 per month
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    CloudFabrix

    CloudFabrix

    CloudFabrix Software

    Data-centric AIOps Platform for Hybrid Deployments Powered by Robotic Data Automation Fabric (RDAF) Enabling the Autonomous Enterprise! - CloudFabrix was founded on a deep desire to enable Autonomous Enterprises. As we interviewed several big and small enterprises, one thing became very apparent. As Digital businesses were becoming more complex and abstract, it was impossible for traditional data management disciplines and frameworks to meet these requirements. As we dug deeper, 3 building blocks emerged as key pillars for embarking on an autonomous enterprise journey – the enterprise needed to adopt 1) Data-First 2) AI-First 3) Automate Everywhere strategy CloudFabrix AIOps platform provides the following services. 1) Alert Noise Reduction 2) Incident Management 3) Predictive Analytics & Anomaly Detection 4) FinOps/Asset Intelligence & Analytics 5) Log Intelligence
    Starting Price: $0.03/GB
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    Adaptive6

    Adaptive6

    Adaptive6

    Adaptive6 is a cloud cost governance and optimization platform that helps organizations detect, remediate, and prevent waste in both cloud infrastructure and code. It continuously scans multi-cloud, PaaS, and Infrastructure-as-Code environments to uncover hundreds of inefficiencies, including hidden “shadow waste” beyond obvious cost drivers, and provides engineers with rich context, AI-driven code fixes, remediation scripts, and automated pull requests to accelerate resolution. It embeds shift-left cost guardrails into CI/CD pipelines to proactively flag and prevent inefficiencies before deployment, and automates remediation workflows by identifying resource owners and creating tickets or change requests with technical guidance. With a unified dashboard for visibility, rightsizing recommendations for over-provisioned cloud and Kubernetes resources, policy enforcement, and tools to support cultural accountability, Adaptive6 enables teams to reduce cloud spend.
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    AiOpsX
    Deep Text Inspection, anomaly detection, clustering. Cutting edge AI that scans all log data and streams insights and alerts. ML clustering that detects new errors, unique risk KPI and more. Pattern recognition and discovery. Anomaly detection for data, risk and content monitoring. Integration with Logstash, ELK and others. AiOpsX deployed in minutes on any log data and augmentד existing monitoring and log analysis tools with millions of smart eyes. Security, performance, audit, errors & problems, trends, anomalies, and much more! Unique algorithms identify patterns and compute risk levels. Anomaly detection continuously scans risk level and performance data to identify outliers. The AiOpsX monitoring engine identifies new types of messages, errors, log volume changes, risk level spikes; and triggers reports and alerts for IT monitoring teams and app owners.
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    Google Cloud Timeseries Insights API
    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.
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    VictoriaMetrics Anomaly Detection
    VictoriaMetrics Anomaly Detection is a service that continuously scans time series stored in VictoriaMetrics and detects unexpected changes within data patterns in real time. It does so by utilizing user-configurable machine learning models. In the dynamic and complex world of system monitoring, VictoriaMetrics Anomaly Detection, a part of our Enterprise offering, is a pivotal tool for achieving advanced observability. It empowers SREs and DevOps teams by automating the intricate task of identifying abnormal behavior in time-series data. It goes beyond traditional threshold-based alerting, utilizing machine learning techniques to detect anomalies and minimize false positives, thus reducing alert fatigue. Providing simplified alerting mechanisms atop unified anomaly scores enables teams to spot and address potential issues faster, ensuring system reliability and operational efficiency.
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    SmartFlow

    SmartFlow

    Solana Networks

    SmartFlow is an IT cyber security monitoring tool that uses Anomaly Detection to pinpoint hard-to-detect security threats. SmartFlow complements existing signature based security monitoring tools. It analyzes network flow traffic to detect zero-day security attacks. Smartflow is an appliance based solution and targeted for medium and large enterprises. SmartFlow utilizes patent-pending anomaly detection techniques and network behaviour analysis to identify security threats in a network. It applies Solana algorithms on flow data such as Netflow to detect address scans, DDoS attacks, Botnets, port scans, malware etc. Zero day threats and encrypted malicious traffic (such as Botnet Command & Control) may escape detection by signature-based security monitoring tools. However, they will not escape detection by SmartFlow. SmartFlow distills network traffic and flow data into more than 20 different statistical measures which it continuously analyzes for early warnings of cyber threats.
    Starting Price: $5000 per year
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    Sightness

    Sightness

    Sightness

    Overcome complexity. Better decide. The SaaS solution for detection of transport anomalies by AI. Smart vision for transport Smart transport vision is global visibility, intelligent anomaly detection and a powerful ally for optimal decision-making. Thanks to its AI (Artificial Intelligence) technology, Sightness frees decision-makers from the complexity of freight transport: it standardizes heterogeneous data, offers a synoptic and microscopic view of the activity and identifies anomalies. This set makes it possible to set up the right action plans. Sightness is available in modules corresponding to the three key components of transport: costs, customer promise and environmental impact. Its functionalities make it possible to meet the business challenges of both shippers and carriers. Fully integrate transport into your CSR policy. Calculate your emissions, simulate your action plans and check their correct functioning.
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    PowerAI

    PowerAI

    Buzz Solutions

    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.
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    Opsani

    Opsani

    Opsani

    We are the only solution on the market that autonomously tunes applications at scale, either for a single application or across the entire service delivery platform. Opsani rightsizes your application autonomously so your cloud application works harder and leaner so you don’t have to. Opsani COaaS maximizes cloud workload performance and efficiency using the latest in AI and Machine Learning to continuously reconfigure and tune with every code release, load profile change, and infrastructure upgrade. We accomplish this while integrating easily with either a single app or across your service delivery platform while also scaling autonomously across 1000’s of services. Opsani allows for you to solve for all three autonomously without compromise. Reduce costs up to 71% by leveraging Opsani's AI algorithms. Opsani optimization continuously evaluates trillions of configuration permutations and pinpoints the best combinations of resources and parameter settings.
    Starting Price: $500 per month
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    Netdata

    Netdata

    Netdata, Inc.

    The open-source observability platform everyone needs! Netdata collects metrics per second and presents them in beautiful low-latency dashboards. It is designed to run on all of your physical and virtual servers, cloud deployments, Kubernetes clusters, and edge/IoT devices, to monitor your systems, containers, and applications. It scales nicely from just a single server to thousands of servers, even in complex multi/mixed/hybrid cloud environments, and given enough disk space it can keep your metrics for years. KEY FEATURES: 💥 Collects metrics from 800+ integrations 💪 Real-Time, Low-Latency, High-Resolution 😶‍🌫️ Unsupervised Anomaly Detection 🔥 Powerful Visualization 🔔 Out of box Alerts 📖 systemd Journal Logs Explorer 😎 Low Maintenance ⭐ Open and Extensible Try Netdata today and feel the pulse of your infrastructure, with high-resolution metrics, journal logs and real-time visualizations.
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    Anomalia

    Anomalia

    Scry AI

    Anomalia® uses proprietary AI-Algorithms to identify potential fraud, risk, conflict and non-compliance in financial and legal engagements at transactional level. Anomalia® anomaly detection in ACH Transactions uses customer’s transactional as well as behavioral data to detect anomalies in ACH transactions and prevents fraudulent transactions. Anomalia® anomaly detection in mobile check deposits analyzes authenticity of mobile checks, accounts in which they are deposited and their geo-spatial mobile deposit locations to detect potential fraud in transactions. Anomalia® anomaly detection in wire transactions analyzes originators, beneficiaries and their anomaly scores derived from other wire transactions to detect and prevent potential frauds. Anomalia® anti money laundering performs analyzes on various transactions, entities and their linkages for enhanced due diligence to detect potential money laundering transactions.
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    Auger.AI

    Auger.AI

    Auger.AI

    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.
    Starting Price: $200 per month
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    Bedrock Security

    Bedrock Security

    Bedrock Security

    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.
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    Nazar

    Nazar

    Nazar

    Nazar was created from our own needs to manage multiple databases in multi-cloud or hybrid environments. It is production ready for the main database engines and completely eliminates the need for using multiple tools. It saves one a lot of time by making a standard and easy way to setup new servers in the platform. Get a normalized view of your database's behavior on a single dashboard without having to use multiple tools with completely different views and metrics from one another. Setting up, tracing and investigating logs and querying data dictionaries every time is not where the race is won. Nazar uses the resources already available in the DBMS for monitoring and does not need to rely on agents. NAZAR automates anomaly detection and root-cause analysis, reducing mean time to resolution (MTTR) and detecting issues to avoid incidents for peak application and business performance.
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    IBM Z Anomaly Analytics
    IBM Z Anomaly Analytics is software that provides intelligent anomaly detection and grouping to proactively identify operational issues in your enterprise environment. IBM Z Anomaly Analytics uses historical IBM Z log and metric data to build a model of normal operational behavior. Real-time data is then scored against the model to detect anomalous behavior. A correlation algorithm then groups and analyzes anomalous events to proactively alert operation teams of emerging problems. Your essential services and applications must always be available in today's digital environment. For enterprises with hybrid applications, including IBM Z, detecting and determining the root cause of hybrid application issues has become more complex with rising costs, skill shortages, and changing user patterns. Proactively identify operational issues and avoid costly incidents by detecting anomalies in both log and metric data.
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    Amazon GuardDuty
    Amazon GuardDuty is a threat detection service that continuously monitors for malicious activity and unauthorized behavior to protect your AWS accounts, workloads, and data stored in Amazon S3. With the cloud, the collection and aggregation of account and network activities is simplified, but it can be time consuming for security teams to continuously analyze event log data for potential threats. With GuardDuty, you now have an intelligent and cost-effective option for continuous threat detection in AWS. The service uses machine learning, anomaly detection, and integrated threat intelligence to identify and prioritize potential threats. GuardDuty analyzes tens of billions of events across multiple AWS data sources, such as AWS CloudTrail event logs, Amazon VPC Flow Logs, and DNS logs. With a few clicks in the AWS Management Console, GuardDuty can be enabled with no software or hardware to deploy or maintain.
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    FishOS

    FishOS

    Sardina Systems

    The FishOS solution promises to deliver a turnkey infrastructure for traditional enterprise workload and next-gen applications, with data security and protection, zero‐click operations, and AI-enabled operational simplicity through automation. FishOS’ award-winning AI-powered decision engines enable unmatched 10x-reduction in TCO, reducing energy OpEx and hardware and facilities’ CapEx. The solution aims to maximize returns on cloud infrastructure investments while providing elastic pay‐as‐you‐grow economics. We eliminate over-provisioning and prediction risk and enable resilient operations with 24×7 x 365 predictive analytics. A full life-cycle view on OpenStack cloud and Kubernetes orchestration are offered by FishOS. This allows enterprises to confidently and predictably deploy, reliably operate, and upgrade with zero downtime. OpenStack and Kubernetes, together, serve as a framework for building highly scalable clouds to handle the most demanding of workloads.
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    CloudAvocado

    CloudAvocado

    CloudAvocado

    CloudAvocado is an AWS workload and cost management platform that eliminates idle spend with smart scheduling and continuous rightsizing guidance. Teams use CloudAvocado to automate non working hours behavior, rightsize Auto Scaling groups (ASGs) and container clusters, and visualize utilization and savings across accounts, tags, and regions. Create schedules to start/stop or scale resources across EC2, RDS (where supported by AWS), ECS, EKS, SageMaker, MongoDB Atlas . Apply schedules globally with tags or locally to specific resources and teams. Operate from a single console: start, stop resources, assign tags, apply schedules, and manage ownership so dev, test, QA, analytics, and ML environments stopped when no one is using them. Scale ECS, EKS services and node groups to zero non working hours Optimization where it matters Use Cloud Health to assess ownership, tagging, and scheduling coverage, and to surface recommendations for resources.
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    Tatvic Anomaly Detection
    Real-time Anomaly Detection solution helps you identify certain user behavior or actions or a set of actions by users which do not conform to an expected pattern(s) in a dataset. Expected patterns can be generated from historical data sets or idealistic datasets that you can configure as well – we’re big on customization at Tatvic. Now know the sudden spike in the traffic to your website or app is due to bots and spam or is there some other external factor affecting the spike. Real-time Anomaly Detection solution lets you point out faults on your website such as broken UX due to new release or change in website and app. For more complex websites, Real-time Anomaly Detection enables you to keep a track of whether your website and app is up and running smoothly.
    Starting Price: $39.99/month/user
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    Quindar

    Quindar

    Quindar

    Monitor, control, and automate spacecraft operations. Operate multiple missions, diverse satellites, 
and various payloads within a unified interface. Control multiple satellite types in a single interface allowing for legacy fleet migration and next-gen payload support. Track spacecraft, reserve contacts, automate tasking, and intelligently respond to ground and space incidents with Quindar Mission Management. Harness the power of advanced analytics and machine learning to turn data into actionable intelligence. Make decisions faster via predictive maintenance, trend analysis, and anomaly detection. Leveraging data-driven insights that propel your mission forward. Built to integrate seamlessly with your existing systems and third-party applications. As your needs evolve, your operations can too without the constraint of vendor lock-in. Analyze flight paths and commands across most C2 systems.
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    Digitate ignio
    Transform your operations across domains using AI and Automation towards an Autonomous Enterprise for improved resilience, assurance, and superior customer experience. Digitate’s ignio helps resolve your operational woes for an Agile, Resilient and Autonomous Enterprise. Businesses can adapt to changes efficiently, evolve digitally and unleash innovation to sustain and grow. With ignio, transform your IT and business operations’ from reactive to proactive, and take a leap forward to ‘Predict, Prescribe and Prevent.’ Learn how enterprises can elevate their business and IT operation strategy to make headway into an Autonomous Enterprise. Get started on your journey from Traditional to Automated to Autonomous Operations. Powered by AI and Machine Learning, Autonomous Operations allows enterprises to reduce manual efforts, adapt to business or IT changes efficiently with minimal cost and focus on innovation.
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    Anodot

    Anodot

    Anodot

    Anodot applies AI to deliver autonomous analytics in real-time, across all data types, at enterprise scale. Unlike the manual limitations of traditional Business Intelligence, we provide analysts mastery over their business with a self-service AI platform that runs continuously to eliminate blind spots, alert incidents, and investigate root causes. Our platform uses patented machine learning algorithms to isolate issues and correlate them across multiple parameters. This helps eliminate business insight latency and supports smart, rapid business decision-making. Anodot has nearly 100 customers in digital transformation industries like eCommerce, FinTech, AdTech, Telco, Gaming, including Microsoft, Lyft, Waze, and King. Founded in 2014, Anodot is headquartered in Silicon Valley and Israel, with Sales offices worldwide.
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    Qualytics

    Qualytics

    Qualytics

    Helping enterprises proactively manage their full data quality lifecycle through contextual data quality checks, anomaly detection and remediation. Expose anomalies and metadata to help teams take corrective actions. Automatically trigger remediation workflows to resolve errors quickly and efficiently. Maintain high data quality and prevent errors from affecting business decisions. The SLA chart provides an overview of SLA, including the total number of SLA monitoring that have been performed and any violations that have occurred. This chart can help you identify areas of your data that may require further investigation or improvement.
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    Metaplane

    Metaplane

    Metaplane

    Monitor your entire warehouse in 30 minutes. Identify downstream impact with automated warehouse-to-BI lineage. Trust takes seconds to lose and months to regain. Gain peace of mind with observability built for the modern data era. Code-based tests take hours to write and maintain, so it's hard to achieve the coverage you need. In Metaplane, you can add hundreds of tests within minutes. We support foundational tests (e.g. row counts, freshness, and schema drift), more complex tests (distribution drift, nullness shifts, enum changes), custom SQL, and everything in between. Manual thresholds take a long time to set and quickly go stale as your data changes. Our anomaly detection models learn from historical metadata to automatically detect outliers. Monitor what matters, all while accounting for seasonality, trends, and feedback from your team to minimize alert fatigue. Of course, you can override with manual thresholds, too.
    Starting Price: $825 per month
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    SentinelTrails

    SentinelTrails

    LogSentinel

    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.
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    Lumeus

    Lumeus

    Lumeus

    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.
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    InfraSonar

    InfraSonar

    InfraSonar

    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.
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    Digna

    Digna

    Digna

    Digna is an AI-powered anomaly detection solution designed to meet the challenges of modern data quality management. It's domain agnostic, meaning it seamlessly adapts to various sectors, from finance to healthcare. Digna prioritizes data privacy, ensuring compliance with stringent data regulations. Moreover, it's built to scale, growing alongside your data infrastructure. With the flexibility to choose cloud-based or on-premises installation, Digna aligns with your organizational needs and security policies. In conclusion, Digna stands at the forefront of modern data quality solutions. Its user-friendly interface, combined with powerful AI-driven analytics, makes it an ideal choice for businesses seeking to improve their data quality. With its seamless integration, real-time monitoring, and adaptability, Digna is not just a tool; it’s a partner in your journey towards impeccable data quality.
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    Supervizor

    Supervizor

    Supervizor

    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.
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    Tangent Works

    Tangent Works

    Tangent Works

    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.
    Starting Price: €3.20 per month
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    Splunk IT Service Intelligence
    Protect business service-level agreements with dashboards to monitor service health, troubleshoot alerts and perform root cause analysis. Reduce MTTR with real-time event correlation, automated incident prioritization and integrations with ITSM and orchestration tools. Use advanced analytics like anomaly detection, adaptive thresholding and predictive health scores to monitor KPI data and prevent issues 30 minutes in advance. Monitor performance the way the business operates with pre-built dashboards that track service health and visually correlate services to underlying infrastructure. Use side-by-side displays of multiple services and correlate metrics over time to identify root causes. Predict future incidents using machine learning algorithms and historical service health scores. Use adaptive thresholding and anomaly detection to automatically update rules based on observed and historical behavior, so your alerts never become stale.