Best AI SRE Tools Software - Page 2

How Many AI SRE Tools Software Products Does G2 Track?

Total Products under this Category: 50

Category Stats (Sep 2026)

  • Average Rating: 4.63/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Xurrent IMR (+0.27%) - Among all products in this category, Xurrent IMR recorded the largest rating increase compared to last month

Last updated: September 26, 2026

How Does G2 Rank AI SRE Tools Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 5,500+ Authentic Reviews
  • 50+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for AI SRE Tools Software

G2 Grid® for  AI SRE Tools Software plotting products by satisfaction and market presence

Highlighted products: ServiceNow IT Operations Management, New Relic, Dynatrace, Xurrent IMR, incident.io, Rootly, Sherlocks.ai, and Harness Platform.

Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-sre-tools/grids.json?focus%5B%5D=servicenow-it-operations-management&focus%5B%5D=new-relic&focus%5B%5D=dynatrace&focus%5B%5D=xurrent-imr&focus%5B%5D=incident-io&focus%5B%5D=rootly&focus%5B%5D=sherlocks-ai&focus%5B%5D=harness-platform)

SolarWinds IT Incident Response (Squadcast)

SolarWinds® Incident Response (formerly Squadcast) is a premier unified incident management platform engineered to help modern enterprises automate response workflows, minimize downtime, and maximize engineering efficiency. Built on a robust Reliability Automation Platform, our solution seamlessly integrates on-call scheduling and incident response into a single, high-visibility interface. In today’s complex hybrid and multi-cloud environments, observability alone isn’t enough. SolarWinds Incident Response bridges the gap between detection and resolution. By unifying alerts from over 200 third-party tools, our platform uses AI-powered correlation and intelligent deduplication to eliminate alert fatigue. For DevOps, SRE, and IT teams, this means a massive reduction in "noise," allowing them to focus on critical system health rather than chasing false positives. Key Benefits for High-Performing Teams include: Accelerated Remediation: Drive significant operational improvements, with customers reporting up to a 68% reduction in Mean Time to Remediation (MTTR) and a 93% improvement in Mean Time to Acknowledge (MTTA). Intelligent On-Call Management: Automate complex scheduling and escalation paths. Ensure the right subject matter expert is reached instantly via Slack, Microsoft Teams, SMS, or mobile app notifications. Proactive SRE Workflows: Move beyond reactive firefighting. Use standardized runbooks, automated post-mortems, and SLO tracking to adopt Site Reliability Engineering (SRE) best practices effortlessly. Real-Time Collaboration: Empower cross-functional "incident swarming" with integrated communication tools and shared visibility, ensuring stakeholders are kept informed through automated status pages. Our mission is to provide the most user-friendly incident management solution on the market. By combining deep observability insights with proactive automation, we empower companies to strengthen system reliability and deliver seamless digital experiences. Whether you are managing on-premises infrastructure or scaling in the cloud, SolarWinds Incident Response provides the structured approach needed to maintain operational resilience. Transform your incident lifecycle from a manual burden into a streamlined, automated engine for continuous improvement.

Average Rating: 4.4/5.0

Total Reviews: 307

Who Is the Company Behind SolarWinds IT Incident Response (Squadcast)?

  • Seller: SolarWinds Worldwide LLC
  • Year Founded: 1999
  • HQ Location: Austin, TX
  • Twitter: @solarwinds
    19,570 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,864 employees on LinkedIn®
  • Ownership: NYSE: SWI

Who Uses This Product?

  • Who Uses This: DevOps Engineer, Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 50% Medium, 41% Small

What Do G2 Reviewers Say About SolarWinds IT Incident Response (Squadcast)?

AI-generated summary from verified user reviews

Pros
  • Users value the effective real-time alerting and scheduling features of Squadcast, enhancing incident management and monitoring.
  • Users find the ease of use of SolarWinds IT Incident Response exceptional, enjoying its intuitive setup and functionality.
  • Users praise the intuitive navigation and robust automation of SolarWinds IT Incident Response, enhancing efficiency in incident management.
  • Users highlight the wide range of integrations that enhance incident management and streamline responses across tools.
  • Users appreciate the rich feature set of SolarWinds IT Incident Response, especially for real-time alerts and reporting.
Cons
  • Users experience notification issues with Squadcast, including alert floods and limitations in acknowledging multiple alerts simultaneously.
  • Users experience alert overload with Squadcast, resulting in potential fatigue and challenges in managing multiple notifications.
  • Users find the missing features in SolarWinds IT Incident Response limiting their incident management efficiency.
  • Users experience feature issues with Squadcast, including complex UI and difficulties in handling mass actions effectively.
  • Users find scheduling issues frustrating, complicating management tasks and affecting overall ease of use in SolarWinds IT Incident Response.

What Are Recent G2 Reviews of SolarWinds IT Incident Response (Squadcast)?

What Are G2 Users Discussing About SolarWinds IT Incident Response (Squadcast)?

Mezmo

Mezmo built an AI SRE agent that helps SRE and platform teams manage production environments with greater context, control, and trust. It supports autonomous incident detection, investigates incidents, identifies likely root causes, generates post-mortems, and turns repeatable operations work into governed agentic workflows on-call teams can rely on. The agent runs on AURA, Mezmo’s open-source agent harness, and is grounded by Mezmo’s real-time telemetry pipeline. Together, they give the agent task-ready context from logs, metrics, and traces instead of raw data dumps. Mezmo keeps production AI inspectable and controlled. Teams can connect their own models, integrate existing tools through MCP, run workflows on their own infrastructure, and audit every plan, prompt, and tool call. Mezmo is built for SRE and platform teams that want to bring AI into production operations without giving up control, context, or trust.

Average Rating: 4.6/5.0

Total Reviews: 213

Who Is the Company Behind Mezmo?

  • Seller: Mezmo
  • Year Founded: 2015
  • HQ Location: San Jose, California
  • Twitter: @mezmodata
    1,733 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    62 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, CTO
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 64% Small, 32% Medium

What Do G2 Reviewers Say About Mezmo?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the ease of use of Mezmo, highlighting its intuitive UI and efficient log analysis capabilities.
  • Users appreciate the ease of log collection and analysis with Mezmo, enhancing incident response efficiency significantly.
  • Users value the real-time monitoring capabilities of Mezmo, streamlining log management and incident response efficiency.
  • Users appreciate the real-time monitoring capabilities of Mezmo, enhancing incident response and simplifying log analysis.
  • Users value the efficiency improvement with Mezmo, significantly enhancing productivity and streamlining log analysis.
Cons
  • Users find the UX improvement necessary, citing complexity and design issues that hinder first-time navigation.
  • Users find the complex setup of Mezmo requires specialized knowledge and significant resources for effective maintenance.
  • Users are concerned about the high costs of Mezmo, especially with rising prices based on log volume.
  • Users find learning Mezmo tricky at first, but appreciate the team's continuous improvements and support.
  • Users are frustrated by the limitation of log levels, missing support for regular console logging and poor documentation.

What Are Recent G2 Reviews of Mezmo?

What Are G2 Users Discussing About Mezmo?

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. Metoro integrates at a deep level into your stack with these features: Deployment Verification - Metoro watches every change to your system - configuration, code changes, hardware changes and more. For each change it will identify risks and proactively check traces, metrics, logs, profiling information and events to verify that systems are operating effectively. Anomaly Detection - Metoro watches the state of all services - latencies, response codes, request rates, utilization and more. When something deviates, Metoro proactively investigates to verify that no degradation has occurred. If Metoro finds something, it pings your engineers with the problem, the root cause and the suggested remediations. Issue Categorization - As issues are discovered, Metoro checks previous issues to see if they are related. Metoro keeps these issues up to date so you can see when an issue last happened and what the severity is so you can prioritize effectively. Alert Investigation - Allocate alerts to Metoro to investigate. When the alert fires Metoro will follow any runbooks you provide or autonomously investigate to find the root cause. By the time your engineers get to their laptop, Metoro has often already root caused the problem. Assisted Debugging - If engineers are investigating an issue manually, they can delegate tasks to Metoro complete to speed up remediation. e.g. "Find the last rollout of the cart service, did metrics change"? Metoro is available as a SaaS, Bring Your Own Cloud (Metoro managed in your cloud), or fully on-prem.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Metoro?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Metoro?

Aiden for DevOps

Who Is the Company Behind Aiden for DevOps?

  • Seller: StackGen
  • Year Founded: 2023
  • HQ Location: San Francisco, California, United States
  • LinkedIn® Page: www.linkedin.com
    48 employees on LinkedIn®

Aient AI

Who Is the Company Behind Aient AI?

  • Seller: Aient AI
  • Year Founded: 2026
  • HQ Location: Stockholm, SE
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

AIM

Who Is the Company Behind AIM?

  • Seller: Avaron
  • Year Founded: 2020
  • HQ Location: Atlanta, US
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Annie

Anyshift Annie is your AI Site Reliability Engineer, deployed as a Slack-native and MCP-compatible agent. Annie investigates incidents, answers infrastructure questions, and audits changes against a versioned knowledge graph that spans every layer of your stack: cloud (AWS, GCP, Azure), infrastructure-as-code (Terraform), containers (Kubernetes), and monitoring (Datadog, PagerDuty, incident.io). Unlike telemetry-based AIOps tools that infer cause from logs and metrics, Anyshift reads the topology directly. The resource graph captures every IAM change, Helm rollout, Terraform deployment, and code commit as a node Annie can traverse. Time-travel queries answer "what changed in the last hour that touched this service?" against a 7-day window. Cascading-failure traversal returns the full blast radius of any change. Setup is read-only and takes about 30 minutes per integration. Median investigation time is 3 minutes. Independent benchmarks (SadServers, We The Flywheel) report 30% reduction in root-cause-analysis time vs senior-SRE baseline. Customers include Voodoo, Citrix, MotherDuck, Cloud.com, BeReal, TIBCO, Yubo, and Arctera. Target buyers: engineering and SRE teams at mid-to-enterprise companies running complex multi-cloud production environments.

Who Is the Company Behind Annie?

  • Seller: Anyshift
  • Year Founded: 2024
  • HQ Location: San Francisco , US
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Azure SRE Agent

Who Is the Company Behind Azure SRE Agent?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • Twitter: @microsoft
    13,091,739 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    232,750 employees on LinkedIn®
  • Ownership: MSFT

Bits AI SRE

Who Is the Company Behind Bits AI SRE?

  • Seller: Datadog
  • Year Founded: 2010
  • HQ Location: New York
  • Twitter: @datadoghq
    51,207 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    10,780 employees on LinkedIn®
  • Ownership: NASDAQ: DDOG

Bluebox

Bluebox brings the power of deep observability to engineering teams who are building products with coding agents. It is an always-on agent that works alongside coding agents to help developers maintain visibility into issues and confidence in the output of coding agents, so they can trust it all the way to production. Start free at bluebox.ai

Who Is the Company Behind Bluebox?

  • Seller: Dynatrace
  • Year Founded: 2005
  • HQ Location: Boston, MA
  • Twitter: @Dynatrace
    18,668 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    6,181 employees on LinkedIn®
  • Ownership: NYSE: DT

Causely

Who Is the Company Behind Causely?

  • Seller: Causely
  • Year Founded: 2022
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Ciroos.ai

Who Is the Company Behind Ciroos.ai?

  • Seller: Ciroos
  • Year Founded: 2025
  • HQ Location: Pleasanton, US
  • LinkedIn® Page: www.linkedin.com
    46 employees on LinkedIn®

Cleric

Cleric is an AI-powered Site Reliability Engineer (SRE) designed to autonomously manage, optimize, and heal software infrastructure. By integrating with existing tools and systems, Cleric learns from each interaction to improve its performance, aiming to free engineers from the toil of production operations and allowing them to focus on development and innovation.

Who Is the Company Behind Cleric?

  • Seller: Cleric
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®
Sohan Pal
SP
Researched and written by Sohan Pal
Updated May 18, 2026