# Top Free AIOps Tools - Page 3

## How Many AIOps Tools Products Does G2 Track?

**Total Products under this Category:** 122

### Category Stats (Aug 2026)

- **Average Rating:** 4.5/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** ScienceLogic AI Platform (+4.87%) - Among all products in this category, ScienceLogic AI Platform recorded the largest rating increase compared to last month

_Last updated: August 06, 2026_

## How Does G2 Rank AIOps Tools Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 12,600+ Authentic Reviews
- 122+ 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 AIOps Tools
 ![G2 Grid® for AIOps Tools plotting products by satisfaction and market presence](https://www.g2.com/categories/aiops-platforms/grids.png?focus%5B%5D=115948&focus%5B%5D=17351&focus%5B%5D=16222&focus%5B%5D=27540&focus%5B%5D=2056&focus%5B%5D=39741&focus%5B%5D=3824&focus%5B%5D=6081)

Highlighted products: ServiceNow IT Operations Management, OpManager Nexus, Atera, IBM Instana, Dynatrace, ScienceLogic AI Platform, Datadog, and Elastic Observability.

Underlying data: [Grid® JSON](https://www.g2.com/categories/aiops-platforms/grids.json?focus%5B%5D=servicenow-it-operations-management&focus%5B%5D=opmanager-nexus&focus%5B%5D=atera&focus%5B%5D=ibm-instana&focus%5B%5D=dynatrace&focus%5B%5D=sciencelogic-ai-platform&focus%5B%5D=datadog&focus%5B%5D=elastic-observability)

**Sponsored**

### Datadog

Datadog is the monitoring, security and analytics platform for developers, IT operations teams, security engineers and business users in the cloud age. The SaaS platform integrates and automates infrastructure monitoring, application performance monitoring and log management to provide unified, real-time observability of our customers' entire technology stack. Datadog is used by organizations of all sizes and across a wide range of industries to enable digital transformation and cloud migration, drive collaboration among development, operations, security and business teams, accelerate time to market for applications, reduce time to problem resolution, secure applications and infrastructure, understand user behavior and track key business metrics.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=2107&secure%5Bchosen_at%5D=2026-08-06T15%3A09%3A45Z&secure%5Bdisplayable_resource_id%5D=2107&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=2107&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=3824&secure%5Bresource_id%5D=2107&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Faiops-platforms%2Ffree%3Fcategory_id%3Daiops-platforms%26page%3D3&secure%5Btoken%5D=2df1b616bbfc2cb505ce1ce18fd287dcd996e02abc19ca3bf46780cb1cef9f09&secure%5Burl%5D=https%3A%2F%2Fwww.datadoghq.com%2Fdg%2Fmonitor%2Ffree-trial-g2%2F%3Futm_source%3Dg2crowd%26utm_medium%3Dreview-site%26utm_campaign%3Ddg-coreplatform-multi-ww-en-g2&secure%5Burl_type%5D=custom_url)

### [Netdata](https://www.g2.com/products/netdata/reviews)

Netdata is an AI-driven real-time observability platform that monitors systems, containers, applications, and infrastructure across servers, cloud environments, Kubernetes clusters, and IoT devices. With zero-configuration deployment, Netdata installs instantly, automatically discovers metrics, builds dashboards, and begins monitoring without setup. Netdata AI serves as an intelligent on-call assistant, automatically investigating alerts, correlating anomalies across thousands of metrics, identifying root causes, and explaining incidents with clear, actionable recommendations. By transforming raw telemetry into AI-guided insights, Netdata helps engineering teams move from alert to resolution in minutes instead of hours. The platform collects per-second metrics through 800+ integrations across operating systems, containers, databases, applications, OpenMetrics exporters, StatsD, and logs. Its distributed architecture processes data at the edge, enabling high-resolution monitoring and visibility into short-lived performance issues that traditional monitoring tools often miss. Netdata is available as a scalable SaaS platform with Netdata Cloud or as a private deployment within your own infrastructure, supporting on-prem, private cloud, and air-gapped environments while delivering automated dashboards, ML-based anomaly detection, and real-time troubleshooting.

**Average Rating:** 4.6/5.0

**Total Reviews:** 51

#### How Do G2 Users Rate Netdata?

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Netdata?

- **Seller:** [Netdata](https://www.g2.com/sellers/netdata)
- **Year Founded:** 2018
- **HQ Location:** San Francisco, US
- **Twitter:** @netdatahq  
4,040 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=320a942a1dccd06e5bf76763185633f9186f923ecd7c0fd3f38324ca7a9cf83b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnetdata-cloud%2F&secure%5Burl_type%5D=linkedin_company_website)  
79 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 44% Small, 43% Medium

#### What Do G2 Reviewers Say About Netdata?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Netdata, enjoying seamless setup and intuitive monitoring features.
- Users love the **easy setup** of Netdata, enabling quick integration and management across multiple servers effortlessly.
- Users value the **real-time monitoring** capabilities of Netdata, enabling effortless insights into system performance across multiple metrics.
- Users value the **real-time monitoring** capabilities of Netdata, enabling proactive issue resolution and optimized system performance.
- Users enjoy the **user-friendly interface** of Netdata, appreciating its intuitive design and visually appealing data presentation.

##### Cons

- Users note that there are still **missing features** in Netdata compared to larger competitors, though improvements are underway.
- Users find the **insufficient information** on documentation and Windows support limits their experience with Netdata.
- Users find **limited compatibility** with Netdata, especially for Windows systems and third-party monitoring services.
- Users note the **limited functionality** of Netdata, particularly in scalability and in-depth network analytics.
- Users face **resource limitations** with Netdata, requiring powerful computers for effective data management and analysis.

#### What Are Recent G2 Reviews of Netdata?

**["An indispensable solution for central monitoring"](https://www.g2.com/survey_responses/netdata-review-12045598)**

**Rating:** 4.5/5.0 stars

_— Tade S._

[Read full review](https://www.g2.com/survey_responses/netdata-review-12045598)

**["Easy to Use with Great Real-Time Monitoring and Alerts"](https://www.g2.com/survey_responses/netdata-review-12597474)**

**Rating:** 5.0/5.0 stars

_— Adolfo O._

[Read full review](https://www.g2.com/survey_responses/netdata-review-12597474)

### [ManageEngine Applications Manager](https://www.g2.com/products/manageengine-applications-manager/reviews)

ManageEngine Applications Manager is an application performance & IT infrastructure monitoring solution that is designed to combat modern infrastructure problems and ensure that your business and end users are unaffected by substandard performance and downtime. By leveraging deep application performance monitoring with byte-code instrumentation, infrastructure monitoring, hybrid cloud monitoring, and digital experience monitoring from a single console, IT and DevOps teams will be able to gain code-level insights, automate their processes, pinpoint & resolve performance issues, and deliver better business outcomes. Overall, our product will help businesses optimize application usage & revenue, reduce MTTR, improve DevOps processes, migrate to the cloud with confidence, respond to incidents faster, and ensure seamless user experiences.

**Average Rating:** 4.7/5.0

**Total Reviews:** 110

#### How Do G2 Users Rate ManageEngine Applications Manager?

- **Systems Monitoring:** 9.6/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 9.2/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.1/10)
- **Reporting:** 9.2/10 (Category avg: 8.8/10)

#### Who Is the Company Behind ManageEngine Applications Manager?

- **Seller:** [Zoho](https://www.g2.com/sellers/zoho-b00ca9d5-bca8-41b5-a8ad-275480841704)
- **Year Founded:** 1996
- **HQ Location:** Austin, TX
- **Twitter:** @Zoho  
137,880 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9c8e45ddb296c32c6c5597ef9ba945c94562c57624f7bd1dcf1a9e9931f71578&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F38373%2F&secure%5Burl_type%5D=linkedin_company_website)  
30,766 employees on LinkedIn®
- **Phone:** +1 (888) 900-9646 

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 45% Medium, 42% Large

#### What Do G2 Reviewers Say About ManageEngine Applications Manager?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **comprehensive end-to-end monitoring** offered by ManageEngine Applications Manager, enhancing performance management and operational efficiency.
- Users value the **monitoring capabilities** of ManageEngine Applications Manager, enabling proactive responses to system issues before client impact.
- Users value the **comprehensive monitoring capabilities** of ManageEngine Applications Manager, ensuring quick issue resolution and enhanced performance.
- Users appreciate the **real-time monitoring** of ManageEngine Applications Manager, facilitating prompt detection and resolution of performance issues.
- Users value the **real-time visibility** in ManageEngine Applications Manager, enabling proactive issue resolution and performance monitoring.

##### Cons

- Users note **limited features** , particularly in integration and scalability, which hampers effectiveness in larger environments.
- Users note **integration limitations** and scalability issues, impacting usability in large enterprise environments.
- Users face **integration issues** with ManageEngine Applications Manager, complicating setups and limiting compatibility with modern tools.
- Users face a **steep learning curve** during initial setup, complicating the configuration of monitoring parameters in larger environments.
- Users find the **initial setup complexity** to be time-consuming and challenging, especially in larger environments.

#### What Are Recent G2 Reviews of ManageEngine Applications Manager?

**["Comprehensive Tool for Application Performance Management"](https://www.g2.com/survey_responses/manageengine-applications-manager-review-12533668)**

**Rating:** 5.0/5.0 stars

_— Rashmita T._

[Read full review](https://www.g2.com/survey_responses/manageengine-applications-manager-review-12533668)

**["Reliable Tool for Application Performance Monitoring for ManageEngine Applications Manager."](https://www.g2.com/survey_responses/manageengine-applications-manager-review-12516609)**

**Rating:** 5.0/5.0 stars

_— Ankur P._

[Read full review](https://www.g2.com/survey_responses/manageengine-applications-manager-review-12516609)

#### What Are G2 Users Discussing About ManageEngine Applications Manager?

- [Which of the following statistics do APM provide?](https://www.g2.com/discussions/which-of-the-following-statistics-do-apm-provide) - 1 comment
- [What is APM tool?](https://www.g2.com/discussions/what-is-apm-tool) - 1 comment
- [What is the use of ManageEngine?](https://www.g2.com/discussions/what-is-the-use-of-manageengine) - 1 comment
- [What is ManageEngine Applications Manager?](https://www.g2.com/discussions/what-is-manageengine-applications-manager) - 1 comment

### [Avantra](https://www.g2.com/products/avantra/reviews)

Avantra is the industry-leading AIOps platform for SAP automation operations: helping companies transform into a self-healing enterprise. Avantra helps SAP customers to improve business experience, performance, and compliance, focus valuable resources on digital transformation and reduce operational cost. Avantra delivers a unified operations platform, whether on-premises, in the cloud, SaaS or hybrid, for both Build and Run operations. Founded in Switzerland in 2000 with a global presence, Enterprises as well as Managed Service Providers trust Avantra to provide them unmatched intelligence and insight into their landscape health. Learn more at avantra.com.

**Average Rating:** 4.6/5.0

**Total Reviews:** 12

#### How Do G2 Users Rate Avantra?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Avantra?

- **Seller:** [Avantra](https://www.g2.com/sellers/avantra)
- **Year Founded:** 2000
- **HQ Location:** London, GB
- **Twitter:** @Avantra  
2 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a8790385c3b1a06dd305073e24c94be502ff2a8e924051c6844d79b9e1642a7f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Favantra%2F&secure%5Burl_type%5D=linkedin_company_website)  
104 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 58% Large, 25% Small

#### What Do G2 Reviewers Say About Avantra?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **flexibility and ease of use** of Avantra, especially with its new automation features.
- Users value the **flexibility and ease of use** of Avantra, enhancing their data management experience effectively.
- Users find Avantra **flexible and easy to use** , making implementation and understanding straightforward for their needs.
- Users find Avantra to have **easy implementation** , making it a user-friendly tool for rapid deployment.
- Users value the **flexibility** of Avantra, finding it easy to use and implement with new automation features.

##### Cons

- Users face **issues with error handling** as bugs remain unresolved for months, impacting overall tool functionality.
- Users express concerns about **missing features** and delayed bug fixes from Avantra, affecting overall satisfaction.
- Users are frustrated with the **lack of timely patches** for reported bugs, impacting overall tool performance and reliability.
- Users experience **poor customer support** , with slow responses and unresolved issues affecting overall satisfaction.
- Users express disappointment with **poor support services** , citing slow ticket responses and unresolved bugs in Avantra.

#### What Are Recent G2 Reviews of Avantra?

**["Avantra - Automation Tool"](https://www.g2.com/survey_responses/avantra-review-9239635)**

**Rating:** 4.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/avantra-review-9239635)

**["Easiest way to transform your business digitally and enhance customer experience."](https://www.g2.com/survey_responses/avantra-review-5102303)**

**Rating:** 5.0/5.0 stars

_— John K._

[Read full review](https://www.g2.com/survey_responses/avantra-review-5102303)

#### What Are G2 Users Discussing About Avantra?

- [What is Avantra used for?](https://www.g2.com/discussions/what-is-avantra-used-for)

### [Hyground](https://www.g2.com/products/hyground/reviews)

Hyground.ai is a sovereign AI SRE (Site Reliability Engineering) agent for mid-market and enterprise customers. It automates repetitive SRE work, investigates alerts, correlates logs and metrics, and proposes fixes before an on-call engineer even opens their laptop — all while being self-hosted and fully GDPR-compliant so no operational data leaves the customer's environment.

**Average Rating:** 4.7/5.0

**Total Reviews:** 5

#### How Do G2 Users Rate Hyground?

- **Systems Monitoring:** 10.0/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 10.0/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)
- **Reporting:** 10.0/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Hyground?

- **Seller:** [Hyground](https://www.g2.com/sellers/hyground)
- **Year Founded:** 2025
- **HQ Location:** Hamburg, DE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0c80143c454f503ad5a1528b0b9087a669d9acf04503c06094197a9dc56d5fda&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhyground%2F&secure%5Burl_type%5D=linkedin_company_website)  
12 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 80% Medium, 20% Small

#### What Are Recent G2 Reviews of Hyground?

**["A Practical SRE Copilot That Keeps Improving"](https://www.g2.com/survey_responses/hyground-review-13206797)**

**Rating:** 4.0/5.0 stars

_— Verified User in Consulting_

[Read full review](https://www.g2.com/survey_responses/hyground-review-13206797)

**["Powerful, Secure Self-Hosted AI SRE Agent That Speeds Up Incident Resolution"](https://www.g2.com/survey_responses/hyground-review-12660329)**

**Rating:** 5.0/5.0 stars

_— Niklas T._

[Read full review](https://www.g2.com/survey_responses/hyground-review-12660329)

### [PerfectScale](https://www.g2.com/products/perfectscale/reviews)

PerfectScale by DoiT Kubernetes (K8s) Optimization and Governance Platform makes it easy for DevOps, Platform Engineering, and SRE professionals to improve the cost-effectiveness and stability of their complete K8s environment. As the industry's only solution combining AI with production-ready automation, K8s environments are safely and effortlessly right-sized for peak resilience and availability, to eliminate wasted resources and cost, and to minimize carbon emissions. As a Gartner Cool Vendor for Container Management, PerfectScale continuously optimizes every layer of your K8s stack, guaranteeing your environment is always perfectly scalable to meet demand. Key Platform Capabilities: - A unified platform to optimize the cost and performance of your complete K8s stack. - Autonomous container and workload right-sizing (including ephemeral,ML, and Java containers). - Node-level visibility and optimization insights (including autoscaling configurations). - Revision-aware automation aligns continuous optimization with continuous delivery. - Real-time resilience risk and cost anomaly detection. - Granular visibility, in-depth insight and costs, waste, and risk trend analysis over time. - Customizable alerting and ticketing that integrates directly into communication and collaboration tools. - OOTB integrations with JIRA, Slack, Teams, Datadog, Grafana, Okta, Prometheus, and more. Get started with PerfectScale for free. It deploys in minutes and instantly starts reducing Kubernetes costs and improving performance with minimal footprint on your environment. Get started today at perfectscale.io!

**Average Rating:** 4.6/5.0

**Total Reviews:** 21

#### How Do G2 Users Rate PerfectScale?

- **Systems Monitoring:** 7.9/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 7.5/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.1/10)
- **Reporting:** 8.8/10 (Category avg: 8.8/10)

#### Who Is the Company Behind PerfectScale?

- **Seller:** [PerfectScale by DoiT](https://www.g2.com/sellers/perfectscale-by-doit)
- **Year Founded:** 2021
- **HQ Location:** Raleigh, North Carolina
- **Twitter:** @PerfectScale\_io  
217 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=989594ea0d38f8c5ea4e137a36895c407d5dcdfbf013b91f23c43281a674630e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fperfectscale%2F&secure%5Burl_type%5D=linkedin_company_website)  
54 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 71% Medium, 19% Large

#### What Do G2 Reviewers Say About PerfectScale?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **cost optimization** features of PerfectScale, achieving significant savings while maintaining Kubernetes performance.
- Users appreciate the **cost-saving features** of PerfectScale, achieving significant savings while maintaining performance and stability.
- Users commend the **performance optimization** of PerfectScale, achieving cost savings while maintaining Kubernetes efficiency.
- Users appreciate the **ease of use** of PerfectScale, benefiting from its intuitive interface and clear actionable insights.
- Users value the **efficiency improvement** of PerfectScale, achieving cost savings and enhanced performance effortlessly.

##### Cons

- Users feel the **user interface lacks versatility** , limiting tracking capabilities and visual customization options.
- Users face limitations with **dashboard issues** , including only dark mode and no zoom functionality for graphs.
- Users find the **poor UI design** of PerfectScale limiting, lacking themes and zooming functionality for graphs.
- Users find the **limited UI options** of PerfectScale frustrating, especially the lack of themes and zoom functionality.
- Users suggest improvements in **update issues** to enhance UI and incorporate AI for better tracking and notifications.

#### What Are Recent G2 Reviews of PerfectScale?

**["PerfectScale makes Kubernetes optimization effortless and insightful"](https://www.g2.com/survey_responses/perfectscale-review-11538732)**

**Rating:** 5.0/5.0 stars

_— Tomer S._

[Read full review](https://www.g2.com/survey_responses/perfectscale-review-11538732)

**["Brings great visibility on kubernetes clusters in all aspects of cost savings"](https://www.g2.com/survey_responses/perfectscale-review-11544156)**

**Rating:** 4.0/5.0 stars

_— Ron C._

[Read full review](https://www.g2.com/survey_responses/perfectscale-review-11544156)

### [Maxim AI](https://www.g2.com/products/maxim-ai/reviews)

At Maxim, we are building an end-to-end evaluation stack to help development teams evaluate AI applications and iteratively improve them. Our platform streamlines the entire lifecycle of AI applications, right from prompt engineering (experimentation, versioning, deployment) to pre-release testing for quality and functionality, data-set creation and management for testing and fine-tuning, and post-release monitoring. Our goal is to help development teams ship high quality AI products, faster.

**Average Rating:** 4.8/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate Maxim AI?

- **Systems Monitoring:** 9.2/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 8.3/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)
- **Reporting:** 9.2/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Maxim AI?

- **Seller:** [Maxim AI](https://www.g2.com/sellers/maxim-ai)
- **Year Founded:** 2023
- **HQ Location:** San Francisco, US
- **Twitter:** @getMaximAI  
386 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=12f867de0cf3a96589a4a5a01e81f1b1223e2da77b1b037ed329056c62261b20&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmaxim-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
11 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 33% Large, 33% Medium

#### What Do G2 Reviewers Say About Maxim AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** of Maxim AI, appreciating its seamless integration and simple setup process.
- Users find the **easy integration** capabilities of Maxim AI essential for optimizing their workflows and data management.
- Users value the **real-time alerting system** of Maxim AI, enhancing safety and quickly resolving live issues.
- Users value the **annotation efficiency** of Maxim AI, significantly reducing manual work in their GenAI pipelines.
- Users value the **automation capabilities** of Maxim AI, enhancing safety and streamlining data management effortlessly.

##### Cons

- Users find the **documentation lacking** , indicating a need for more detail and clarity in Maxin AI's resources.

#### What Are Recent G2 Reviews of Maxim AI?

**["Maxim AI review"](https://www.g2.com/survey_responses/maxim-ai-review-10576532)**

**Rating:** 5.0/5.0 stars

_— Pooja S._

[Read full review](https://www.g2.com/survey_responses/maxim-ai-review-10576532)

**["Maxim AI evaluation"](https://www.g2.com/survey_responses/maxim-ai-review-11813266)**

**Rating:** 5.0/5.0 stars

_— Fouad M._

[Read full review](https://www.g2.com/survey_responses/maxim-ai-review-11813266)

### [Eyer](https://www.g2.com/products/eyer/reviews)

Eyer is a headless, AI-powered observability and AIOps platform. Use agents like Telegraf, Prometheus and Open Telemetry to capture metrics and send to Eyer. Eyer's platform will automatically identify situations you need to act on before customers are impacted. Integrate actionable insights from Eyer into your dashboarding, ITSM or orchestration / run-book tool of choice.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Eyer?

- **Systems Monitoring:** 10.0/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 10.0/10 (Category avg: 8.6/10)

#### Who Is the Company Behind Eyer?

- **Seller:** [Eyer](https://www.g2.com/sellers/eyer)
- **Year Founded:** 2023
- **HQ Location:** Oslo, NO
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0eb0e52b4b19e912774d1c6fd2f5c62eb9a194e8d69d9e930adae2cd26d52188&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Feyer-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
7 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Eyer?

**["Impact on Eyer Connector"](https://www.g2.com/survey_responses/eyer-review-9991336)**

**Rating:** 5.0/5.0 stars

_— Mukunth K._

[Read full review](https://www.g2.com/survey_responses/eyer-review-9991336)

### [Kinfolk platform](https://www.g2.com/products/kinfolk-platform/reviews)

Kinfolk is an AI Workforce Operations platform that resolves HR and IT requests for employees directly in Slack. Built for companies of 500–5,000+ employees, Kinfolk is for People Ops and IT teams overwhelmed by repetitive tickets and requests. With Kin, our AI agent, employees get instant answers and actions, HR reclaims 45 days per year for strategic work, no extra hiring required.

**Average Rating:** 4.8/5.0

**Total Reviews:** 14

#### How Do G2 Users Rate Kinfolk platform?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Kinfolk platform?

- **Seller:** [Kinfolk](https://www.g2.com/sellers/kinfolk)
- **Year Founded:** 2023
- **HQ Location:** London, GB
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=594e4ca10ba8eaae914ca1e8a6ac1d016766c7015884dd8f4523753b01652fb1&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkinfolkhq%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 57% Medium, 43% Large

#### What Are Recent G2 Reviews of Kinfolk platform?

**["A tool that makes life easier for everyone!"](https://www.g2.com/survey_responses/kinfolk-platform-review-13129850)**

**Rating:** 5.0/5.0 stars

_— Emilia H._

[Read full review](https://www.g2.com/survey_responses/kinfolk-platform-review-13129850)

**["Kinfolk Is a True People Ops Partner—Automates HR Requests and Scales Globally"](https://www.g2.com/survey_responses/kinfolk-platform-review-13123852)**

**Rating:** 5.0/5.0 stars

_— Allison H._

[Read full review](https://www.g2.com/survey_responses/kinfolk-platform-review-13123852)

### [Lenses](https://www.g2.com/products/lenses/reviews)

Lenses is the Developer Experience for enterprises to work with every Apache Kafka-based technology, in one place. Trusted by Europcar, Adidas, Daimler and Kandji, Lenses simplifies data streaming across hybrid and multi-cloud environments, giving engineers the autonomy to explore, integrate, and govern data -- and modernize their applications with ease: - Efficiently find, explore, process, integrate and govern streams with a data catalog, SQL studio and SQL stream processors - Confidently share, migrate and back up data streams across any cloud or environment with the Kafka to Kafka replicator - Lenses K2K - Reduce the manual burden of Kafka operations with Lenses AI Agents. Product Website www.lenses.io

**Average Rating:** 4.2/5.0

**Total Reviews:** 17

#### How Do G2 Users Rate Lenses?

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Lenses?

- **Seller:** [Lenses.io Ltd](https://www.g2.com/sellers/lenses-io-ltd)
- **Company Website:** lenses.io
- **Year Founded:** 2016
- **HQ Location:** London, England
- **Twitter:** @lensesio  
732 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9456d7e909c541aee757cc2ae10591623a787c6a074d7fb76356c6384360f768&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flensesio%2F&secure%5Burl_type%5D=linkedin_company_website)  
32 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 47% Large, 35% Medium

#### What Do G2 Reviewers Say About Lenses?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Lenses, finding it user-friendly and straightforward for data querying.
- Users value the **intuitive and user-friendly interface** of Lenses, enhancing productivity and making complex tasks easier.
- Users value the **user-friendly interface** of Lenses, making visualization and management of Kafka resources easy and efficient.
- Users find Lenses to be highly **intuitive** , enhancing productivity and making complex tasks more manageable.
- Users appreciate the **reliable data management** of Lenses, finding its SQL querying straightforward and effective.

##### Cons

- Users face **feature limitations** in Lenses, hindering flexibility, interoperability, and overall support for evolving needs.
- Users express concerns about **vendor lock-in and lack of support** , limiting future flexibility and feature improvements.
- Users express concerns over **limited access** due to vendor lock-in and lack of significant changes in Lenses.
- Users are disappointed with the **missing features** in Lenses, noting a lack of significant improvements over time.
- Users experience **ongoing bugs and poor documentation** in Lenses, indicating product stagnation and lack of enhancements over time.

#### What Are Recent G2 Reviews of Lenses?

**["Using Lenses for years, pros and cons"](https://www.g2.com/survey_responses/lenses-review-11974835)**

**Rating:** 4.0/5.0 stars

_— Verified User in Apparel & Fashion_

[Read full review](https://www.g2.com/survey_responses/lenses-review-11974835)

**["Reliable tool for managing and searching data streams"](https://www.g2.com/survey_responses/lenses-review-11971548)**

**Rating:** 4.5/5.0 stars

_— Jose Manuel C._

[Read full review](https://www.g2.com/survey_responses/lenses-review-11971548)

### [Edge Delta](https://www.g2.com/products/edge-delta/reviews)

Detect every anomaly and resolve production issues in minutes. In the past, keeping your applications up and running meant defining monitors for every potential issue. When an alert fired, you had to sift through logs looking for a "needle in the haystack." This was not only a painful process, but it took time away from building new features. Edge Delta is a new way to do observability. Our AI platform monitors your services, alerts you when something is wrong, and guides root-cause analysis. Now, you can see every issue and know right away how to fix it. View demo at: https://edge-delta.navattic.com/5g1703yt

**Average Rating:** 4.4/5.0

**Total Reviews:** 7

#### How Do G2 Users Rate Edge Delta?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Edge Delta?

- **Seller:** [Edge Delta](https://www.g2.com/sellers/edge-delta)
- **Year Founded:** 2018
- **HQ Location:** Seattle, Washington, United States
- **Twitter:** @edge\_delta  
453 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c5e979587afacf6462e15259ef7107b025355d5d82973dcea5337255b5adb93e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fedgedelta%2F&secure%5Burl_type%5D=linkedin_company_website)  
92 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 57% Medium, 29% Small

#### What Are Recent G2 Reviews of Edge Delta?

**["Good Experience"](https://www.g2.com/survey_responses/edge-delta-review-9548997)**

**Rating:** 4.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/edge-delta-review-9548997)

**["Good experience"](https://www.g2.com/survey_responses/edge-delta-review-9514828)**

**Rating:** 5.0/5.0 stars

_— Mateus S._

[Read full review](https://www.g2.com/survey_responses/edge-delta-review-9514828)

### [Evolven](https://www.g2.com/products/evolven/reviews)

Evolven is the leading Configuration Intelligence Platform automating change and configuration controls across the hybrid cloud. Evolven's platform provides DevOps, SRE, CloudOps, and IT Ops with a unified view of the detailed end-to-end configuration state of their environments from applications to infrastructure, from on-premise data centers to the public cloud. Using AI-based analytics, Evolven detects and prioritizes risks triggered by actual, granular changes in configuration, application, infrastructure, and data so that you can prevent and rapidly resolve stability, compliance, and security issues. Despite the higher pace of changes in agile environments, the result is a greater user experience for customers. With Evolven, DevOps, CloudOps, and IT Ops teams experience greater visibility into their environments, fewer incidents and faster MTTR.

#### Who Is the Company Behind Evolven?

- **Seller:** [Evolven](https://www.g2.com/sellers/evolven)
- **Year Founded:** 2007
- **HQ Location:** Jersey City, US
- **Twitter:** @Evolven  
493 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=66fb2b446d330e8c9df34ad3c612093d5599f43997fa2e4ade4e3d082046194c&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fevolven&secure%5Burl_type%5D=linkedin_company_website)  
49 employees on LinkedIn®

### [Hawkeye](https://www.g2.com/products/hawkeye-2025-12-16/reviews)

Hawkeye by NeuBird is the first AI SRE Agent that autonomously diagnoses and resolves incidents in real-time, helping SRE and DevOps teams reduce MTTR up to 90%. With secure connections to your existing app stack, Hawkeye analyzes telemetry data across your multi-cloud, hybrid-cloud, and on-prem environments with AI precision, and AI speed. With Hawkeye, organizations no longer have to suffer through 3 AM bridge calls trying to pinpoint and diagnose complex incidents. Hawkeye automatically picks up alerts, diagnoses issues in real time, and provides actionable resolution—boosting SLAs and freeing engineers to focus on design and innovation. Hawkeye supports AWS, Microsoft Azure and GCP along with dozens of integrations into services ranging from Amazon CloudWatch to SnowFlake, MongoDB, and Prometheus.

#### Who Is the Company Behind Hawkeye?

- **Seller:** [NeuBird](https://www.g2.com/sellers/neubird)
- **Year Founded:** 2023
- **HQ Location:** San Francisco Bay Area, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ccdf8cba9fe6b8c15b270d2ebbdd62a099c6b5cdd116bf79346791006b890e39&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fneubird-ai&secure%5Burl_type%5D=linkedin_company_website)  
25 employees on LinkedIn®

### [IBM AIOps Insights](https://www.g2.com/products/ibm-aiops-insights/reviews)

IBM AIOps Insights is a solution for event and incident management that offers central IT operations teams a comprehensive view of their managed IT environment, providing holistic context in a single pane of glass. With IBM AIOps Insights, organizations can better automate, predict and remediate issues with modern AI-powered incident management, driving increased performance and productivity. IBM offers a free 30-day trial: https://register.saas.ibm.com/aiopsInsights/trial/aws

#### Who Is the Company Behind IBM AIOps Insights?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 employees on LinkedIn®
- **Ownership:** SWX:IBM

### [iTechSmart UAIO](https://www.g2.com/products/itechsmart-uaio/reviews)

iTechSmart UAIO (Unified Autonomous IT Operations) is an infrastructure automation platform that detects issues across your environment, resolves them automatically, and generates a cryptographic receipt for every action taken — so you always know what happened, when, and why. Most IT platforms tell you what broke. iTechSmart tells you what broke, fixes it, and hands you signed proof that it happened. Every remediation is timestamped, tamper-evident, and publicly verifiable by anyone at verify.itechsmart.dev — no login required, no iTechSmart involvement needed. That's not a compliance feature. That's your audit defense, built into the platform itself. The problem we solve Enterprise IT teams, MSPs, healthcare operators, and government contractors all face the same fundamental challenge: infrastructure fails, teams scramble to fix it, and afterward nobody can prove exactly what happened or demonstrate that the fix actually worked. Logs get buried. Runbooks go unread. Auditors ask questions that take days to answer. iTechSmart eliminates that gap entirely. Every action the platform takes — every detection, every remediation, every configuration change — produces a cryptographic receipt stored on ProofLink, our immutable ledger. Share a link. Your auditor verifies it themselves. No spreadsheets, no screenshots, no trust required. How it works UAIO operates as a continuous autonomous loop: monitor your infrastructure, detect anomalies and threats, identify root cause using AI, execute remediation within guardrails you control, generate a receipt, and repeat. The cycle runs 24 hours a day without requiring human intervention for routine issues — freeing your team to focus on work that actually needs them. Every remediation executes within boundaries you define. Nothing runs outside your approved scope. Every action is logged, receipted, and reversible. You stay in control while the platform handles the volume. What's included The platform ships with 89 production services covering autonomous remediation, continuous monitoring, AI-powered triage through Ninja (our in-house multi-agent system supporting 40+ models including NVIDIA Nemotron 49B, GPT-4o, Claude, and Gemini), secure credential management via Vault, workflow automation, compliance documentation, WarRoom incident collaboration, and ProofLink receipt generation. For regulated industries, iTechSmart includes HL7 healthcare data integration, FISMA-aligned government controls mapped to NIST SP 800-53, HIPAA-aware audit logging, and SOC2-ready documentation — all generated automatically from platform activity, not manually assembled after the fact. Free entry point Pulse is iTechSmart's free cross-platform security scanner for Windows, macOS, and Linux. It grades your infrastructure A through F in under 60 seconds, identifies specific security findings with plain-language explanations, and generates a ProofLink receipt you can share immediately. No account required. No credit card. Just download, run, and get your grade. Who uses iTechSmart Managed service providers consolidating multi-client environments into a single autonomous layer. Enterprise IT teams replacing fragmented tool stacks with one platform that monitors, remediates, and proves. Healthcare systems needing HIPAA-compliant audit trails. Government contractors requiring FISMA-aligned documentation before the auditor calls. Recognized by F6S as a Top 10 Global IT Platform, ranked number six worldwide. Veteran-owned. Built for high-stakes environments where every action needs to be proven, not just logged. Free security scan available at itechsmart.dev. MSP plans start at $699 per month.

#### Who Is the Company Behind iTechSmart UAIO?

- **Seller:** [iTechSmart](https://www.g2.com/sellers/itechsmart)
- **Year Founded:** 2023
- **HQ Location:** Irvine, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bdc9ecf2e8660c366c30e6014256a7bb96611450dd5d90f2b4b9258ae59cd849&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fitechsmart.dev%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [NetcareOne](https://www.g2.com/products/netcareone/reviews)

NetworkX’s integrated IT service management platform, NetcareOne™, delivers comprehensive support for enterprise IT operations, enabling organizations to achieve full operational visibility and control. By unifying real-time monitoring, IT service management, IT asset management, and field engineer dispatch, the platform ensures that every component of the IT environment is continuously tracked, managed, and optimized. Real-time alerts and intelligent automation allow teams to proactively address performance anomalies and potential failures before they impact business operations. Centralized asset and service management provide complete transparency over hardware, software, and service lifecycle, while seamless coordination with field engineers ensures rapid on-site resolution whenever required. Designed for enterprises with diverse IT landscapes — including offices, factories, retail chains, service outlets, and data centers — NetcareOne™ empowers organizations to simplify complex operations, reduce operational risks, and accelerate service delivery. Leveraging a combination of proprietary technology, professional management expertise, and a global engineer network, the platform delivers reliable, scalable, and end-to-end IT operations management, helping businesses maintain continuity, boost efficiency, and focus on their strategic goals.

**Average Rating:** 5.0/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate NetcareOne?

- **Has the product been a good partner in doing business?:** 6.7/10 (Category avg: 9.1/10)

#### Who Is the Company Behind NetcareOne?

- **Seller:** [NetworkX](https://www.g2.com/sellers/networkx-c8e7f663-0491-49ea-8e3d-78adf147efb0)
- **Year Founded:** 2023
- **HQ Location:** Singapore, SG
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ea18f01a360e4e4220ac8b28d2f234436b77b752642ffc025d93632ac536d0dd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnetworkxcloud%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Medium, 33% Large

#### What Do G2 Reviewers Say About NetcareOne?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **high flexibility** of NetcareOne, appreciating its rapid service response and customizable features.
- Users appreciate the **seamless integrations** of ITSM, ITOM, and ITAM, enhancing overall flexibility and service responsiveness.
- Users value the **high adaptability and integration capabilities** of NetcareOne, enhancing their overall experience and convenience.
- Users value the **versatility** of NetcareOne, appreciating its adaptability and seamless integration of multiple IT services.
- Users appreciate the **rapid service response** of NetcareOne, enjoying its high flexibility and integrated features.

##### Cons

- Users note the need for **improvement in precision** and granularity of functions within NetcareOne for better usability.
- Users note the **limited functionality** of NetcareOne, wishing for more precision and granularity in its features.
- Users note a lack of **precise details and granular functions** in NetcareOne, limiting its overall effectiveness.

#### What Are Recent G2 Reviews of NetcareOne?

**["NetcareOne’s ITSM/ITOM/ITAM Capabilities Are Exactly What We Need"](https://www.g2.com/survey_responses/netcareone-review-12288851)**

**Rating:** 5.0/5.0 stars

_— Pete M._

[Read full review](https://www.g2.com/survey_responses/netcareone-review-12288851)

**["Flexible and efficient, with rapid service response, it delivers a one-stop IT management experience"](https://www.g2.com/survey_responses/netcareone-review-12126927)**

**Rating:** 5.0/5.0 stars

_— William C._

[Read full review](https://www.g2.com/survey_responses/netcareone-review-12126927)

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