Alternatives to Deductive AI

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

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    Boozang

    Boozang

    Boozang

    Build. Test. Automate. Empower your whole team to build and maintain automated tests, not just developers. Meet your testing demands fast. Get full test coverage in days, not months. Our natural-language tests are extremely stable to code changes. When tests break our AI will repair it in minutes. Go Agile/DevOps by setting up Continuous Testing. Push features in production the same day. Boozang supports the following test approaches: - Codeless Record/Replay interface - BDD / Cucumber - API testing - Model-based testing - HTML Canvas testing The following features makes your testing a breeze - In-browser console debugging - Screenshots to show where test fails - Integrate to any CI server - Test with unlimited parallel workers to speed up tests - Root-cause analysis reports - Trend reports to track failures and performance over time - Test management integration (Xray / Jira)
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    Sematext Cloud

    Sematext Cloud

    Sematext Group

    Sematext Cloud is an innovative, unified platform with all-in-one solution for infrastructure monitoring, application performance monitoring, log management, real user monitoring, and synthetic monitoring to provide unified, real-time observability of your entire technology stack. It's used by organizations of all sizes and across a wide range of industries, with the goal of driving collaboration between engineering and business teams, reducing the time of root-cause analysis, understanding user behaviour and tracking key business metrics. The main capabilities range from log monitoring to APM, server monitoring, database monitoring, network monitoring, uptime monitoring, website monitoring or container monitoring Find complete details on our website. Or better: start a free demo, no email address required.
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    Epsagon

    Epsagon

    Epsagon

    Epsagon enables teams to instantly visualize, understand and optimize their microservice architectures. With our unique lightweight auto-instrumentation, gaps in data and manual work associated with other APM solutions are eliminated, providing significant reductions in issue detection, root cause analysis and resolution times. Increase development velocity and reduce application downtime with Epsagon.
    Starting Price: $89 per month
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    DC-E DigitalClone for Engineering

    DC-E DigitalClone for Engineering

    Sentient Science Corporation

    DigitalClone® for Engineering is the world's only gearbox reliability prediction solution integrating multiple scales of analysis in a single software package. In addition to modeling and analysis capabilities at the gearbox and gear/bearing levels, DC-E is the only solution available that models fatigue life based on detailed, physics-based models of the material microstructure (US Patent 10474772B2). DC-E enables construction of a gearbox digital twin with high value across all stages of the lifecycle of the physical asset - from design and manufacturing optimization to component supplier selection to failure root cause analysis to condition-based maintenance and to prognostics. This computational environment drives down the time and cost to bring new designs to the market and to sustain them over time.
    Starting Price: Upon request
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    Sherlocks.ai

    Sherlocks.ai

    Sherlocks.ai

    Sherlocks.ai is an autonomous AI SRE agent that works 24x7x365 to prevent incidents, automate root cause analysis, and accelerate recovery without adding headcount. Unlike traditional monitoring tools, Sherlocks acts as an intelligent teammate inside your Slack channels, instantly responding to alerts, correlating logs, metrics, and traces across your entire stack, and delivering context-aware RCA in seconds , not hours. Teams using Sherlocks see 3x faster incident resolution, 50% reduction in toil, and 20-30% cloud cost savings through intelligent predictive scaling. No agent installation required as it connects directly to your existing observability stack (OpenTelemetry, Prometheus, Datadog) via secure API. SOC2 Type 2 certified with self-hosted deployment available for full data control.
    Starting Price: $1500/month
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    Traversal

    Traversal

    Traversal

    Traversal is an ambient AI Site Reliability Engineering (SRE) agent that operates 24/7 to autonomously troubleshoot, fix, and even prevent production incidents. It parses logs, metrics, traces, and your codebase to narrow down root causes of errors or latency, surfacing the blast radius, key bottleneck services, and candidate root causes with supporting evidence within minutes. Powered by advances in causal machine learning, large language model reasoning, and AI agents, Traversal catches issues before alerts fire and resolves them automatically. Designed for critical infrastructure and complex organizations, it supports heterogeneous data, bring-your-own models, and optional on-premises deployment. Traversal connects easily to existing systems with read-only access, no agents or sidecars, and no writes to production, ensuring privacy and control over data. By integrating seamlessly into your observability stack, Traversal reduces time to resolution, minimizes downtime, and more.
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    Small Hours

    Small Hours

    Small Hours

    Small Hours is an AI-powered observability platform that helps root cause server exceptions, analyze the impact, and triage to the right person or team. Use Markdown or your existing runbook to guide our assistant in debugging issues. We support OpenTelemetry for seamless integration with any stack. Hook into existing alarms and identify critical issues. Connect your codebases and runbooks as context and instructions. Your code and data are secure and never stored. Intelligently triage issues and generate pull requests. Optimized for enterprise velocity and scale. 24/7 automated root cause analysis, minimize downtime, and maximize efficiency.
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    InsightFinder

    InsightFinder

    InsightFinder

    InsightFinder Unified Intelligence Engine (UIE) platform provides human-centered AI solutions for identifying incident root causes, and predicting and preventing production incidents. Powered by patented self-tuning unsupervised machine learning, InsightFinder continuously learns from metric time series, logs, traces, and triage threads from SREs and DevOps Engineers to bubble up root causes and predict incidents from the source. Companies of all sizes have embraced the platform and seen that business-impacting incidents can be predicted hours ahead with clearly pinpointed root causes. Survey a comprehensive overview of your IT Ops ecosystem, including patterns, trends, and team activities. Also view calculations that demonstrate overall downtime savings, cost of labor savings, and number of incidents resolved.
    Starting Price: $2.5 per core per month
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    Shield34

    Shield34

    Shield34

    Shield34 is the ONLY web automation framework that: Is 100% Selenium compatible! Continue working with your existing Selenium scripts. Create new scripts using Selenium API. Addresses the Selenium flaky tests issues by using self healing, smart defenses, error recovery mechanisms and dynamic element locators. Provides AI based anomaly detection and root cause analysis to quickly analyze failed tests and see what changed and what caused the failure. Eliminate Flaky Tests. Flaky tests are a huge pain! Shield34 adds defense-and-recovery AI algorithms to every Selenium command, including dynamic element locator, eliminating false positive results, driving self-healing and maintenance-free testing. Get Real-time Root Cause Analysis Using AI algorithms, Shield34 is automatically pinpointing the root cause of every test failure – reducing the overhead of debugging and reproducing failed tests. Enjoy a ‘Smarter Selenium’. Integrate automatically with your
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    TraceRoot.AI

    TraceRoot.AI

    TraceRoot.AI

    TraceRoot.AI is an open source, AI-native observability and debugging platform designed to help engineering teams resolve production issues faster. It consolidates telemetry into a single correlated execution tree that provides causal context for failures. AI agents operate over this structured view to summarize issues, pinpoint likely root causes, and even suggest actionable fixes or draft GitHub issues and pull requests. It offers interactive trace exploration with zoomable log clusters, span and latency views, and code-linked insights. Lightweight SDKs for Python and TypeScript enable seamless instrumentation using OpenTelemetry, with support for both self-hosted and cloud deployment. Human-in-the-loop interaction is central: developers can guide reasoning by selecting relevant spans or logs, then verify agent reasoning through traceable context.
    Starting Price: $49 per month
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    PlayerZero

    PlayerZero

    PlayerZero

    PlayerZero is an AI-driven predictive quality platform designed to help engineering, QA, and support teams monitor, diagnose, and resolve software issues before they impact customers by deeply understanding complex codebases and simulating how code will behave in real-world conditions. It applies proprietary AI models and semantic graph analysis to integrate signals from source code, runtime telemetry, customer tickets, documentation, and historical data, giving users unified, context-rich insights into what their software does, why it’s broken, and how to fix or improve it. Its agentic debugging agents can autonomously triage, root cause analyze, and even suggest fixes for issues, reducing escalations and accelerating resolution times while preserving audit trails, governance, and approval workflows. PlayerZero also includes CodeSim, an agentic code simulation capability powered by the Sim-1 model that predicts the impact of changes.
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    Causely

    Causely

    Causely

    Bridging observability with automated orchestration for self-managed, resilient applications at scale. Every second, huge volumes of data are generated by observability and monitoring tools, capturing metrics, logs, and traces about all aspects of complex, dynamic applications. Yet it’s still up to humans to troubleshoot and make sense of all this data. They are locked in a never-ending cycle of responding to alerts, identifying root causes, and determining the best action for remediation. The process hasn’t changed fundamentally in decades, and it’s still labor-intensive, reactive, and costly. Causely removes the need for human troubleshooting by capturing causality in software, closing the gap between observability and action. For the first time, the entire lifecycle of detection, root cause analysis, and remediation of defects in applications is fully automated. With Causely, defects are identified and resolved in real-time, so applications can scale with high performance.
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    StackPilot

    StackPilot

    StackPilot

    StackPilot is an AI-powered oncall copilot that automates root cause analysis and bug fixes for software engineers. It integrates directly with observability tools like Datadog, Sentry, and PagerDuty to transform alerts into actionable fixes. The platform analyzes recent commits, logs, and stack traces to pinpoint faulty code, then generates pull requests with proposed solutions. Engineers only need to review and merge, significantly cutting resolution time from hours to an average of 15 minutes. StackPilot also captures investigative steps and converts them into reusable runbooks, improving incident response over time. With strong privacy measures—no code or logs stored—it ensures secure, real-time analysis for engineering teams.
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    Komodor

    Komodor

    Komodor

    Komodor takes the complexity out of K8s troubleshooting, providing all of the tools you need to troubleshoot with confidence. Komodor monitors your entire k8s stack, identifies issues, uncovers their root cause and delivers the context you need to troubleshoot efficiently and independently. Auto-identify k8s anomalies, failed deploys, misconfigurations, bottlenecks and other health issues. Spot emerging problems before they spread out and affect the end-users. Use ready-made playbooks to streamline root cause analysis, sidestep disruptive escalations and save hours of precious dev time. Provide your teams with straightforward remediation instructions that turn every responder into a troubleshooting expert.
    Starting Price: $10 per node per month
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    Gisual

    Gisual

    Gisual

    Gisual provides outage intelligence for telecoms and service providers. No more manually diagnosing and correlating commercial power outages with complaining customers or off-network issues with down circuits. Subscribe to Gisual’s outage intelligence to receive proactive notifications when 3rd party outages are affecting your equipment and customers. Diagnose and correlate outages in seconds. Stop digging for intel to diagnose root cause analysis. Get situational awareness in seconds. View any 3rd party outages on a universal map or integrate our outage feed with your current systems. Connect directly with the partners and NOCs that you rely on. Access real-time outage intelligence with continuous updates including restoration times, location of outage, root cause, impacted area and exact customers affected. Get Gisual's data into your organization simply and easily. Our average integration takes 1 hour.
    Starting Price: $75 per user per month
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    Rakuten SixthSense

    Rakuten SixthSense

    Rakuten SixthSense

    Reimagined observability for context and performance in one place, across all stacks and any scale. Gain comprehensive end-to-end visibility by monitoring applications, infrastructure, databases, and more seamlessly on a single, intuitive dashboard. Effortlessly trace and analyze digital journeys in just a few clicks, right from the browser and applications to infrastructure. Uncover valuable insights into user journeys, understand dropouts, and pinpoint critical points in business transactions through deep user analytics and real user monitoring (RUM). Quickly adapt, optimize and innovate with real-time visibility and rapid root-cause analysis. Access our team of experts round-the-clock, 365 days a year to ensure you receive timely assistance and personalized support to address your specific needs.
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    aspenONE Asset Performance Management (APM)
    Get accurate failure alerts weeks or months in advance with real-time data and predictive analytics. Leverage the combination of prescriptive maintenance, root cause analysis, RAM analysis and more to address issues at the equipment, process and system levels. Quickly deploy automated Asset Performance Management solutions through low-touch machine learning to predict asset failures and reduce downtime — plant-wide, system-wide or across multiple locations.
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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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    OpsWorker

    OpsWorker

    OpsWorker AI

    Resolve production incidents and development issues with AI that understands your code, infrastructure, and telemetry — reducing MTTR by up to 80% and boosting engineering productivity by 50%. OpsWorker helps Software Developers, SREs, and DevOps Engineers reduce MTTR, resolve complex development issues, and manage high-incident environments. Through intelligent incident correlation, code-aware troubleshooting, and deep integration into your technical ecosystem, OpsWorker delivers actionable insights and autonomous remediation — ensuring resilient, high-performance operations across Kubernetes and Cloud workloads. Built as an AI SRE platform for modern AIOps, OpsWorker leverages AI Observability to analyze incidents across distributed systems, correlate signals from metrics, logs, traces, and deployments, and surface the most probable root cause within minutes. Designed with an EU-first approach, OpsWorker prioritizes data sovereignty and enterprise-grade security while enabling
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    RealityCharting

    RealityCharting

    RealityCharting

    Apollo Root Cause Analysis™ is a principle-based problem solving method designed to help you master problem-solving strategies. Combined with RC Pro® software, you can easily construct an evidence-based understanding of any problem. An evidence-based understanding of causes and effects leads to effective solutions that are accepted by your entire organization. The Apollo Root Cause AnalysisTM methodology facilitates the creation of a common reality using input from all stakeholders to produce an evidence-based understanding of the problem. This ensures your solutions address proven causes to prevent a recurrence. It makes problem-solving easy and gives those who have been trained, the skills to solve real-world problems more efficiently and effectively. RC Pro is a complete and adaptable root cause analysis software solution that can be fit to companies of any size and across any industry. RC Pro allows your organization to integrate its problem-solving capabilities.
    Starting Price: $295.00/one-time/user
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    Visplore

    Visplore

    Visplore GmbH

    Visplore is a visual analytics software solution for rapid industrial troubleshooting and root-cause analysis. When KPIs and simple trends are not enough and action is time-critical, it complements dashboards with guided forensic “why” analyses that deliver insights for problem-solving and process optimization. It works across the entire IT/OT landscape, from process and asset data to quality and material data, and is easy to use for all engineers. - Guided, transparent root-cause analysis with intuitive visuals — no black boxes, no complex modeling - Works with your data, where it lives - Seamless IT/OT connectivity - From troubleshooting to standardized best practice - Proven templates, excellent expert support, and workflows that scale into automated monitoring and reporting. Compared to other data analysis tools such as Seeq and TrendMiner, Visplore is built for everyday engineering use, making industrial data analysis accessible, repeatable, and ready for action.
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    Autointelli AIOps Platform

    Autointelli AIOps Platform

    Autointelli Systems

    Autointelli Inc, an AIOps company, provides solutions that handle modern IT operations (ITOps) with a duo of automation and machine learning. With a solution-oriented approach, we thrive in developing an AIOps platform that simplifies data center automation. Automate them with Autointelli AIOps platform – reduce alert noise, identify root causes and free your resources for high-value IT tasks. Build a better digital workplace with us. Autointelli AIOps Platform automatically correlates the events faster and escalates the tedious incidents to respective engineers. Autointelli AIOps Platform comes with a self-service automation feature that allows you to create any number of workflows to automate. Root cause analysis helps to identify the underlying cause of a problem in hardware and software. Analytics should enhance your business performance and provide possible insights from all major data sources.
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    Qligent Vision
    Quick and simple to deploy and use, Vision’s lightweight architecture reduces costs and provides action-based, real-time root cause analysis. Its software-driven probes have limitless expandability throughout the network and offer broadcasters, network operators and content distributors a financially viable method to finally gain direct analytical access at the last mile. Vision shifts your content distribution to a new level of reliability – monitoring more points than ever, all real-time, providing an unprecedented level of fault tolerance and redundancy with hot-swap backup, load balancing and clustering. Designed to operate continuously, Vision enables detailed root cause analysis that includes 24/7 video capture of each issue along with time correlated trend history. Deploying Vision over the entire network unveils a true picture of the channel delivery out to the last mile.
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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.
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    Sift

    Sift

    Sift

    Sift is a unified observability platform purpose-built for modern, mission-critical hardware systems that provides engineers with infrastructure and tooling to ingest, store, normalize, and explore high-frequency, high-cardinality telemetry and event data from design, validation, manufacturing, and operations in a single source of truth rather than fragmented dashboards and scripts; it centralizes diverse data types, aligns signals across subsystems, and structures information for fast search, visual review, and traceability so teams can detect anomalies, perform root-cause analysis, automate verification and validation, and debug hardware with real-time precision. It supports automated data review, no-code visualization and querying of massive datasets, continuous anomaly detection, and integration with engineering workflows, including CI/CD pipelines and tooling, while enabling telemetry governance, collaboration, reporting, and knowledge capture across siloed teams.
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    Resolve AI

    Resolve AI

    Resolve.ai

    Operates autonomously to handle common alerts and actions, reducing escalations and preventing burnout. Dynamically adjusts thresholds and dashboards to proactively prevent incidents and adjusts runbooks with every new incident. Saves up to 20 hours per on-call engineer per week so you can get back to the building. Handles all alerts, performs root cause analysis, resolves incidents, and makes on-call stress-free. Automates root cause analysis and incident response, cutting Mean Time to Resolution (MTTR) by up to 80%. With detailed incident summaries and hypotheses available, before you log in, you'll experience faster response and significantly increased uptime. Get started in minutes with production-ready AI, which is secure and knows how to use all the production tools like an experienced software engineer. It automatically maps your production system, understands code, and captures changes without any training.
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    CloudBeat

    CloudBeat

    CloudBeat

    Create, run and analyze tests without any hassle. Empowering dev, testing, product and DevOps teams to release a superior quality product in the shortest time possible. Utilize your tests in production. Monitor business transactions. DevOps & developer-friendly, cross-region, device, and browser. Monitor user experience & SLA, detailed performance breakdown. Smart root-cause analysis, instant alerts & daily reports, SaaS or on-premise. CloudBeat is a centralized continuous quality platform that helps create, execute and analyze unit, API, integration and end-to-end tests in a DevOps environment. CloudBeat seamlessly integrates with the most popular testing frameworks and CI tools, allowing to run large test sets with out-of-the-box parallelization, test lab management, and failure root cause analysis. Our mission is to help you to increase your software quality, reduce testing and development time and eventually improve your customer satisfaction.
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    SolarWinds Log Analyzer
    Easily investigate machine data to help identify the root cause of IT issues faster. Powerfully designed and intuitive log aggregation, tagging, filtering, and alerting for effective troubleshooting. Fully integrated with Orion Platform products, enabling a unified view of IT infrastructure monitoring and associated logs. We’ve worked as network and systems engineers, so we understand your problems and how to solve them. Your infrastructure is constantly generating log data to provide performance insight. Collect, consolidate, and analyze thousands of syslog, traps, Windows, and VMware events to perform root-cause analysis with log monitoring tools from Log Analyzer. Perform searches using basic matching. Execute searches using multiple search criteria and apply filters to narrow results. Save, schedule, and export search results within the log monitoring software.
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    Arize AI

    Arize AI

    Arize AI

    Automatically discover issues, diagnose problems, and improve models with Arize’s machine learning observability platform. Machine learning systems address mission critical needs for businesses and their customers every day, yet often fail to perform in the real world. Arize is an end-to-end observability platform to accelerate detecting and resolving issues for your AI models at large. Seamlessly enable observability for any model, from any platform, in any environment. Lightweight SDKs to send training, validation, and production datasets. Link real-time or delayed ground truth to predictions. Gain foresight and confidence that your models will perform as expected once deployed. Proactively catch any performance degradation, data/prediction drift, and quality issues before they spiral. Reduce the time to resolution (MTTR) for even the most complex models with flexible, easy-to-use tools for root cause analysis.
    Starting Price: $50/month
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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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    Robust Intelligence

    Robust Intelligence

    Robust Intelligence

    The Robust Intelligence Platform integrates seamlessly into your ML lifecycle to eliminate model failures. The platform detects your model’s vulnerabilities, prevents aberrant data from entering your AI system, and detects statistical data issues like drift. At the core of our test-based approach is a single test. Each test measures your model’s robustness to a specific type of production model failure. Stress Testing runs hundreds of these tests to measure model production readiness. The results of these tests are used to auto-configure a custom AI Firewall that protects the model against the specific forms of failure to which a given model is susceptible. Finally, Continuous Testing runs these tests during production, providing automated root cause analysis informed by the underlying cause of any single test failure. Using all three elements of the Robust Intelligence platform together helps ensure ML Integrity.
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    RTEAM

    RTEAM

    DataTech911

    RTEAM is a real-time solution that provides a powerful user-managed tool to create alerts and exceptions. Alerts provide real-time notification of issues that need immediate action in the field, in operations, and in dispatch. Exceptions are captured in real time to be reviewed and analyzed. A workflow process provides mechanisms for timely collection of relevant information enhancing the quality and accuracy of the data necessary for root cause analysis. Response time, turnaround time, chute time, problem nature, and transport refusals are some of the metrics that are instrumental in recognizing training opportunities. Monitor exceptions, as they occur, to assign a reason code through an easy-to-use workflow. Use the collective results to determine the root cause and a course of action.
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    ServerInternals

    ServerInternals

    Hazelnut Software

    With ServerInternals, all the information is right there at your fingertips, supporting a rapid diagnosis, quickly getting to the root cause of the problem and enabling the right solution to be put in place. There’s no need to run Performance Monitor, wondering which counter values to collect, no need to look at Services to see what’s failed, no need to start Event Viewer and then set up complex filters to remove all the irrelevant extra information and no need to connect to the server and use Task Manager to check on CPU load, memory usage and the details of running processes. Performance data, event logs, service status and process information, together with drill-down navigation combine to provide a fast and efficient root-cause analysis of problems. Where required, remedial action can be taken directly from ServerInternals. Colour-coded status indicators, gauges, charts and lists allow a broad range of information to be displayed.
    Starting Price: $65.00/one-time/user
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    Revyl

    Revyl

    Revyl

    Mobile Testing is the process of evaluating mobile applications to ensure they function correctly, perform well, and provide a good user experience across different devices and operating systems. With Revyl, slash debugging time and boost quality. Our platform delivers unparalleled visibility into your entire stack, catching issues before they reach production. Our platform generates tests that replicate real user interactions, allowing you to catch issues before they reach production. Agentic Flows: Each test is an agentic flow that is resistant to UI changes. Flows can be run along the whole development lifecycle, from local to production. Connected Telemetry: Easily integrate our platform with your existing telemetry infrastructure to find the root cause of bugs Every test deserves a trace: By connecting agentic end-to-end tests with telemetry data, you'll always know the source of any issue, eliminating uncertainty in your debugging process.
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    Cisco AgenticOps
    AgenticOps is a groundbreaking paradigm redefining enterprise IT operations for the AI-driven era, leveraging AI agents to transform real-time telemetry, automation, and deep domain knowledge into intelligent, end-to-end actions, executing cross-domain workflows in networking, security, and applications directly within a unified platform. At its core is Cisco’s Deep Network Model, a large language model purpose-trained on over 40 years of Cisco expertise, spanning CCIE-level reasoning, CiscoU content, and real-world operational scenarios, further refined via reinforcement learning, chain-of-thought reasoning, and test-time scaling for precision and speed. This engine powers AI Canvas, the industry’s first generative UI for cross-domain IT operations, which aggregates live telemetry data into an intelligent workspace. Through the embedded Cisco AI Assistant, users interact via natural language to diagnose issues, explore options, drill into root causes, and execute remedial actions.
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    IMS Compliance Manager

    IMS Compliance Manager

    Innovative Management Systems

    Compliance Manager is a Software As A Service application that allows you to manage: Documents - Add, update, archive and manage your Policies, Procedures, Forms and Templates. Projects - Manage your projects and documentation allowing team members to share project information. Tasks - Manage tasks, audits, nonconformances, corrective & preventive actions, complaints and incidents. Alerts - Manage e-mail alerts to improve timely close out of corrective & preventive actions. Incidents - Manage incidents, investigations, resolutions and root cause analysis. Training - Manage employee records, training logs and appraisals. Suppliers - Manage supplier records and performance evaluations. Reports - Produce reports on Audit Results, Root Cause Analysis, Training, and Supplier Performance. Manage e-mail alerts to improve the timely close-out of corrective actions. Manage supplier records and performance evaluations.
    Starting Price: $50 per month
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    Dakota Scout

    Dakota Scout

    Dakota Software

    Empower your teams to proactively identify areas of risk by streamlining incident reporting and providing a real-time picture of safety across the enterprise. Scout allows any worker, even those without user accounts, to report injuries, incidents, near misses, and safety observations from any device. Dedicated QR codes can be displayed on posters or stickers to simplify reporting. Once captured, safety leaders can collaborate on investigations and Root Cause Analysis (RCA) activities. Scout’s patented data exploration tools transform incident management from reactive to proactive. Safety leaders can analyze trends, pinpoint areas of concern, and share insights across locations. Site leaders can easily satisfy OSHA Recordkeeping requirements and generate 300, 300a, and other reports. Using email alerts and time-stamped event logs Scout helps to maintain accountability and transparency at all levels of the organization.
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    opConfig

    opConfig

    FirstWave

    opConfig can automate everything from config push to alerting on changes and enforcing compliance. Introduce operational delegation to your organization and allow the troubleshooting of your network devices without giving 'root' access. Implement your compliance policy with PCI-DSS, HIPAA, COBIT and more using prebuilt industry standard rule sets (eg Cisco-NSA) or customize your own. Collects and backs-up configuration information in all environments, all vendors hardware and software, cloud-based, on-premise and hybrid. opConfig gives you the ability to create robust command sets that can aid in root cause analysis of faults. Our software solutions scale horizontally and vertically. We have provided monitoring and management solutions for over 200k nodes. Compare configuration data with older versions or against other devices. Use compliance policies as a task sheet to ensure all devices are compliant.
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    IBM Operations Analytics
    IBM® Z® Operations Analytics is a tool that enables you to search, visualize and analyze large amounts of structured and unstructured operational data across IBM Z environments, including log, event and service request data and performance metrics. Leverage your analytics platform and machine learning to gain enterprise visibility, identify issues in your workloads, locate hidden problems and perform root cause analysis faster. Use machine learning to baseline normal system behavior and detect operational anomalies. Detect emerging issues across services, so you can proactively alert and cognitively adjust to changes. Gain expert advice for corrective actions and greater service assurance. Identify unusual workload behaviors. Locate common issues hidden in operational data. Reduce time required for root cause analysis. Harness the domain expertise of IBM Z. Leverage IBM Z insights on your analytics platform.
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    Lightspin

    Lightspin

    Lightspin

    Our advanced patent-pending graph-based technology enables proactive discovery and remediation of known and unknown threats. Whether it's a misconfiguration, weak configuration, over-permissive policy, or a CVE, we empower your teams to address and eliminate all threats to your cloud stack. Prioritization of the most critical issues means your team can focus on what matters most. Our root cause analysis dramatically reduces the number of alerts and general findings, enabling teams to address those that are most crucial. Protect your cloud environment while advancing along the digital transformation. It correlates between the Kubernetes layer to the cloud layer and integrates seamlessly with your existing workflow. Get a rapid visual assessment of your cloud environment using known cloud vendor APIs, from the infrastructure level down to the single microservice level.
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    Opster

    Opster

    Opster

    Reduce your hardware costs while improving performance with Opster’s AutoOps platform by optimizing mapping, stabilizing operations and improving resource utilization. You need more than orchestration, management capabilities and ticket-based support. AutoOps covers everything you need in real-time, with hands-on support. AutoOps diagnoses issues across all aspects of Elasticsearch operations. Once diagnosed, the system not only provides precision root cause analysis, but also resolves the issue. The AutoOps platform can perform advanced optimizations such as: shard rebalancing, blocking heavy searches, optimizing templates and more. These optimizations will ensure that your cluster will operate at peak performance and maximum resiliency. By optimizing mapping, stabilizing operations and improving resource utilization, Opster’s AutoOps platform allows customers to significantly downsize the needed hardware for their deployment.
    Starting Price: $2.2 per GB per month
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    PCLnXAI Unified HR Data Observability Platform
    Organizations need more than error detection—they need complete visibility into their HR data health. PCLnXAI’s Unified HR Data Observability Platform provides end-to-end HR data governance and visibility with patent-pending Payroll Root Cause Analysis. It prevents data issues, payroll leakage, and ensures compliance across all HCM systems. Platform-Agnostic Integration Seamlessly integrates with Oracle HCM, Workday, SAP SuccessFactors, ADP, and others, ensuring deep insights and data security. Proven Impact Clients prevent $980K+ in payroll errors and cut resolution time from weeks to days. Key Features Visibility & Root Cause Analysis: Detect issues in payroll, deductions, and compliance. Governance & Compliance: Proactive policy enforcement and audit-ready documentation. Preventive Monitoring: Identify and fix issues before payroll runs. Request a demo to see how we deliver complete HR data observability.
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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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    ChargeGuard
    Discover how much we can recover for you with our free, no-obligation account audit. Our certified recovery specialists will work to identify the root cause, submit and manage disputes, and track recoveries while you focus on growing your business. No need for a dashboard. With ChargeGuard insights, we’ll show you which disputes are pending, denied, and approved. Plus, see total counts, chargeback types, monetary impact, and more. ChargeGuard is the easiest and most effective way to recover historical Amazon deductions and protect against new fees. Our fee model is simple, if we don’t recover deductions for you, you don’t pay us. When we do find deductions, we take a standard commission based on successful recovery. Reclaim up to 99% of chargeback fees, shortages, and overbilling with the global leaders in Amazon 1st party vendor cost recovery. Increase profitability with industry-leading Amazon deduction management.
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    AWS DevOps Agent
    AWS DevOps Agent is a software from Amazon Web Services (AWS) designed to act as an autonomous, always-on operations engineer that resolves and proactively prevents incidents across your infrastructure, applications, and deployments. It automatically learns your application resources and their relationships, including infrastructure, code repositories, deployment pipelines, observability tools, and telemetry, then uses that knowledge to correlate logs, metrics, traces, deployment data, and recent code changes. When an alert, error spike, or support ticket arises, DevOps Agent immediately begins automated investigation; it triages incidents 24/7, runs root-cause analysis, and proposes detailed mitigation plans which can be automatically routed through team workflows (e.g., via Slack, ServiceNow, PagerDuty) or directly create support cases with AWS.
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    Azure Time Series Insights
    Azure Time Series Insights Gen2 is an open and scalable end-to-end IoT analytics service featuring best-in-class user experiences and rich APIs to integrate its powerful capabilities into your existing workflow or application. You can use it to collect, process, store, query and visualize data at Internet of Things (IoT) scale--data that's highly contextualized and optimized for time series. Azure Time Series Insights Gen2 is designed for ad hoc data exploration and operational analysis allowing you to uncover hidden trends, spotting anomalies, and conduct root-cause analysis. It's an open and flexible offering that meets the broad needs of industrial IoT deployments.
    Starting Price: $36.208 per unit per month
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    SAP Digital Manufacturing Cloud
    With the SAP Digital Manufacturing Cloud solution, you can leverage a manufacturing execution system (MES) to execute processes, analyze scenarios, and integrate systems through a resource-efficient Industry 4.0 approach. Empower key stakeholders to analyze global and plant-level manufacturing performance and associated causes through intuitive, preconfigured analytics. Acquire data from different manufacturing operations management (MOM) and automation systems by uniting multiple solutions and standards-based interfaces. Facilitate continuous business improvement by accelerating root-cause analysis with advanced algorithms and machine learning. Meet market-of-one demand, handle extreme product variability, improve customer satisfaction, and maintain productivity, margins, and quality levels.
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    Turbo Monitor

    Turbo Monitor

    Turbo Monitor

    There is absolutely nothing to install. Just select a URL, indicate the type of alert you want to receive, and start receiving notifications the instant your web or network performance falters. An easy-to-read dashboard that gives you visibility of the status of each website monitored, lists all events detected, and allows you to update your account settings in seconds. View uptime, downtime and crashes in clear real-time graphical reports. Select time and date parameters to pinpoint the root causes of downtime or performance issues. See how well your site is performing in graphical reports that present average response time for a selected time period. Add team members of service providers as additional users, so they also get informed of dips in performance or connectivity issues and can help diagnose and resolve the root cause.
    Starting Price: $5.95 per month
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    ChipAgents

    ChipAgents

    ChipAgents

    ChipAgents is an agentic AI chip design and verification platform that embeds intelligent AI agents into electronic design automation workflows to help hardware engineers produce and verify semiconductor designs faster, more reliably, and with less manual effort. It leverages advanced generative and agent-based AI to interpret design specifications, generate RTL (Register-Transfer Level) code from natural language or PDFs, auto-complete Verilog/SystemVerilog code, create testbenches, analyze simulations, and pinpoint bugs across large codebases, helping reduce verification cycles and accelerate time-to-market. ChipAgents’ agents can work within engineers’ existing code editors or EDA flows to automate routine tasks such as coverage gap analysis, waveform debugging, functional verification, and root-cause analysis of failed tests by combining design logic, logs, and waveform data into structured insights, freeing teams from tedious manual cycles.
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    Dash0

    Dash0

    Dash0

    Dash0 is an OpenTelemetry-native observability platform that unifies metrics, logs, traces, and resources into one intuitive interface, enabling fast and context-rich monitoring without vendor lock-in. It centralizes Prometheus and OpenTelemetry metrics, supports powerful filtering of high-cardinality attributes, and provides heatmap drilldowns and detailed trace views to pinpoint errors and bottlenecks in real time. Users benefit from fully customizable dashboards built on Perses, with support for code-based configuration and Grafana import, plus seamless integration with predefined alerts, checks, and PromQL queries. Dash0's AI-enhanced tools, such as Log AI for automated severity inference and pattern extraction, enrich telemetry data without requiring users to even notice that AI is working behind the scenes. These AI capabilities power features like log classification, grouping, inferred severity tagging, and streamlined triage workflows through the SIFT framework.
    Starting Price: $0.20 per month