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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New Relic
New Relic
There are an estimated 25 million engineers in the world across dozens of distinct functions. As every company becomes a software company, engineers are using New Relic to gather real-time insights and trending data about the performance of their software so they can be more resilient and deliver exceptional customer experiences. Only New Relic provides an all-in-one platform that is built and sold as a unified experience. With New Relic, customers get access to a secure telemetry cloud for all metrics, events, logs, and traces; powerful full-stack analysis tools; and simple, transparent usage-based pricing with only 2 key metrics. New Relic has also curated one of the industry’s largest ecosystems of open source integrations, making it easy for every engineer to get started with observability and use New Relic alongside their other favorite applications. -
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NeuBird
NeuBird
NeuBird AI is a Production Ops Platform for ITOps, SRE, and DevOps teams that brings agentic AI to production cloud environments. It continuously analyzes telemetry across Amazon CloudWatch, Azure Monitor, logs, metrics, traces, and changes to help teams prevent incidents, automate root cause analysis, and optimize cloud operations in real time. Instead of relying on dashboards and manual investigation, NeuBird AI automatically detects degradation, reduces alert noise, and identifies root cause in minutes. It enables teams to move from reactive firefighting to proactive operations. Built for production cloud and Kubernetes environments, NeuBird integrates with AWS, Azure and OpenShift services and existing observability and incident management tools with no rip and replace required. -
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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.Starting Price: $0 -
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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
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 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 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 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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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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Hyground
Hyground
Hyground is an AI-powered DevOps and SRE co-pilot — not a chatbot wrapper, but a full-stack operational intelligence system that runs inside the customer's Kubernetes cluster with no data egress. The agent connects to 21+ enterprise systems and investigates incidents across logs, metrics, traces, and K8s events. Engineers ask questions in plain language and get answers grounded in their own data — no new query languages to learn. AutoRCA turns an alert webhook into an autonomous root-cause investigation, then posts findings back to Slack or Teams. Investigation starts the instant an alert fires, not when an engineer wakes up. Customers report up to 85% MTTR reduction. Built on Google's Agent Development Kit, Hyground uses a multi-agent architecture and learns from your infrastructure over time. Resolved incidents extend the knowledge base, so runbooks stay current. -
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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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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 -
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Ciroos
Ciroos
Ciroos is an AI-driven Site Reliability Engineering (SRE) teammate platform that transforms how SRE and operations teams handle incidents by using multi-agent AI to reduce toil, detect anomalies early, and accelerate investigations and remediation across complex, cross-domain environments. The Ciroos AI SRE Teammate integrates with existing telemetry, observability platforms, ticketing systems, collaboration tools, and cloud providers, and works in both automatic and human-prompted modes to proactively investigate alerts, correlate data across disparate systems, diagnose root causes, and provide actionable recommendations often before escalation is needed. Its AI agents dynamically build investigation plans, analyze evidence at scale with human-expert-like reasoning, and generate post-incident reports for continuous improvement. Ciroos’s cross-domain correlation capability enables it to identify issues that span infrastructure, networking, applications, and security domains. -
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Azure SRE Agent
Microsoft
Azure SRE Agent is an AI-powered reliability assistant designed to automate site reliability engineering tasks and help teams maintain the health and performance of cloud environments. It continuously monitors Azure resources, detects anomalies, and uses AI to recommend or execute mitigations that reduce downtime and operational toil. It integrates with Azure services and external systems, enabling end-to-end automation of operational workflows while improving system uptime and consistency. Through a natural-language chat interface, engineers can investigate incidents, receive troubleshooting guidance, and approve automated remediation actions before they are applied. The agent analyzes logs, metrics, and telemetry to accelerate root cause analysis and can execute predefined fixes such as scaling resources or restarting services. -
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Coroot
Coroot
Coroot is an open-source, AI-powered observability platform designed to give teams full visibility into their infrastructure and applications while automatically identifying and explaining issues in real time. It collects and analyzes telemetry data, including metrics, logs, traces, and profiling information, without requiring code changes or complex configuration, using eBPF to instrument systems automatically and deliver immediate insights. It builds a complete model of your system by mapping services, dependencies, databases, and network connections, allowing you to visualize how components interact and quickly detect anomalies or performance bottlenecks. Coroot’s AI-powered root cause analysis acts like a virtual assistant, automatically checking common failure scenarios, identifying the source of incidents, and suggesting actionable fixes, reducing the need for manual debugging and significantly shortening resolution time.Starting Price: $1 per month -
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Metoro
Metoro
Metoro is an AI SRE for Kubernetes based systems. It helps SREs, DevOps and Software Engineers handle production. Metoro autonomously monitors services and infrastructure to detect issues as they arise. Then it automatically root causes issues and fixes them by opening pull requests. It collects all telemetry required itself via eBPF - every container, service and host is instrumented at the kernel level at runtime - no code changes are needed. Users run one helm install to install Metoro into their clusters, then they're up and running. Set up is around 5 minutes.Starting Price: $20/host/month -
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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 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 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 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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Adps AI
Adps AI
Adps AI is an autonomous AI-SRE platform that transforms how companies run, troubleshoot, and secure their cloud infrastructure. Instead of relying on slow, manual, human-driven incident workflows, Adps AI continuously monitors signals across logs, metrics, traces, deployments, Kubernetes, CI/CD pipelines, and cloud services—instantly detecting anomalies, diagnosing root cause, and generating precise recovery actions in seconds. By reducing MTTR by up to 99% and delivering 99.99%+ reliability, Adps AI eliminates on-call fatigue, prevents outages, and ensures uninterrupted operations across any cloud environment. -
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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 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.Starting Price: Free -
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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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aspenONE Asset Performance Management (APM)
Aspen Technology
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 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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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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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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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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Rootly
Rootly
Rootly is an AI-native incident management platform built to help modern teams prevent and resolve incidents faster. It streamlines on-call scheduling, incident response, retrospectives, and status updates through intelligent automation and deep integrations with Slack, Teams, Jira, and Zoom. Powered by Rootly AI, the system automates root cause analysis, provides suggested fixes, and compiles incident data into clear summaries for faster recovery. Teams can manage incidents directly within their communication tools, reducing context switching and human error. With automated retrospectives and actionable insights, Rootly enables continuous improvement and reliability across engineering organizations. Trusted by global brands like Figma, Canva, Nvidia, and Webflow, it helps companies maintain uptime, minimize disruption, and create a culture of proactive resilience. -
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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 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
Qligent
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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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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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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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
SolarWinds
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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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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Sentry
Sentry
Sentry is an application monitoring and observability platform that helps developers identify, diagnose, and resolve software issues across web, mobile, backend, and AI-powered applications. Designed with a developer-first approach, the platform combines error monitoring, performance tracing, logs, session replay, profiling, metrics, and uptime monitoring into a unified environment connected by a single trace. Sentry enables engineering teams to quickly move from issue detection to root cause analysis and remediation, providing deep visibility into application behavior and user experiences. Its AI-powered debugging capabilities help developers identify underlying causes, generate fixes, and prevent regressions before code reaches production.Starting Price: $29/month -
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Motadata
Motadata
Motadata ObserveOps is a unified observability platform that brings metrics, logs, flows, traces, and topology together in one product. Built on Motadata's DFIT deep learning framework, it ingests telemetry from networks, servers, cloud workloads, containers, and applications, then correlates the signals so teams can pinpoint root cause without jumping between tools. The platform runs adaptive AI that does not need pre-training, supports OpenTelemetry-native ingestion, and integrates with Motadata ServiceOps for closed-loop incident workflows. Six deployment modes cover on-premise, private cloud, public cloud, and hybrid setups, including High Availability, Disaster Recovery, and HA-over-WAN for regulated and distributed environments. Over 500 enterprises across 30+ countries use it for full-stack observability. -
41
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. -
42
Veriom
Veriom
Veriom is a security intelligence layer for architectural root cause analysis across the entire SDLC, built to show the misconfigured gateways, unsafe defaults, control failures, and structural weaknesses creating hundreds of vulnerabilities. It does not scan only for known vulnerabilities; it reasons about how the system is built and surfaces the risks the architecture is producing across code, cloud, CI/CD, production environments, trust boundaries, and delivery chains. Veriom builds a model of the actual environment, understands the architecture in under an hour, verifies findings against that environment, and traces every risk back to the control failure or architectural weakness that created it. Instead of leaving teams in an infinite patching loop with fragmented tools, generic risk scores, and individual fixes, Veriom focuses on why vulnerabilities exist and how one structural fix can close an entire risk class.Starting Price: $1,200 per month -
43
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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Cisco AgenticOps
Cisco
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
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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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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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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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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49
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. -
50
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.
