# Best AIOps Tools and Platforms - Page 2

## 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
- 12,700+ 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**

### Couchbase

Couchbase’s operational data platform for AI is a scalable foundation for enterprise operational, analytical, mobile and AI workloads that replaces legacy infrastructure and data services.

[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=2026-08-12T21%3A38%3A42Z&secure%5Bdisplayable_resource_id%5D=318&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=1263&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1263&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%3FhsCtaTracking%3D8f984c2b-4341-4529-9f4b-a8c7d77f3d24%257C49c2f4cc-6609-4566-9f9d-c4c635ca02e8%26page%3D2&secure%5Btoken%5D=879bab4f0da22644b9318709325786c36702b5896b91cda833ed2fada41cc284&secure%5Burl%5D=https%3A%2F%2Fwww.couchbase.com%2F%3Futm_source%3Dg2%26utm_medium%3Ddisplay&secure%5Burl_type%5D=custom_url)

### [Parny](https://www.g2.com/products/parny/reviews)

Parny is an AIOps platform for SRE, DevOps, Platform Engineering, and IT Operations teams. It works as an intelligence layer on top of the monitoring, observability, and incident tools teams already use, such as Datadog, Prometheus, and PagerDuty, rather than replacing them. Parny ingests signals from your existing monitoring stack and uses built-in service discovery to map how services and infrastructure connect. Its Domain Tree and Infrastructure Visibility capabilities maintain a continuously updated, real-time view of dependencies, so teams can see how systems relate, where failures propagate, and which services are affected. Instead of treating alerts as isolated events, Parny correlates signals into contextualized incidents and routes the right alert to the right responder with full operational context. Configurable escalation policies, routing rules, on-call schedules, and services keep the right people engaged through the right workflow, reducing noise and accelerating resolution. Teams using Parny see up to 42% less alert noise, 68% faster root cause identification, and 35% MTTR improvement. Parny supports modern distributed environments including microservices, containers, and hybrid cloud, without requiring teams to replace their existing observability investments. The result: stronger reliability, less alert fatigue, clearer service ownership, and healthier services at scale.

**Average Rating:** 5.0/5.0

**Total Reviews:** 16

#### How Do G2 Users Rate Parny?

- **Systems Monitoring:** 10.0/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 9.3/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)
- **Reporting:** 10.0/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Parny?

- **Seller:** [Parny](https://www.g2.com/sellers/parny)
- **Company Website:** parny.io
- **Year Founded:** 2022
- **HQ Location:** Istanbul, TR
- **Twitter:** @Parnyio  
13 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9d970411dc8073c6d573a18b0b5fbe8f222663c15ca94c8c5f26bbcc036fb08f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fparny-io%2F&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 45% Medium, 35% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **efficient alert management** of Parny, enhancing incident tracking and minimizing distractions during critical events.
- Users love the **ease of use** of Parny, highlighting its intuitive interface and smooth onboarding process.
- Users appreciate the **efficient alerting system** of Parny, enhancing incident management and focused communication during critical events.
- Users praise Parny for its **seamless team collaboration** , simplifying workflows and enhancing organizational efficiency for incident management.
- Users value the **AI-driven insights** of Parny, enhancing team support and streamlining task management effortlessly.

##### Cons

- Users note that Parny has **limited features** , especially in the mobile app compared to the web version.
- Users feel the **limited mobile functionality** hinders their experience, suggesting improvements for mobile app features.
- Users feel the mobile app's quality is lacking and needs to improve to match the **web version's features**.
- Users note **integration issues** , citing a desire for a more extensive integrations list to enhance functionality.
- Users find the **missing mobile features** of Parny frustrating, as essential tools are only available on the web.

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

**["A practical view of incidents affecting manufacturing operations"](https://www.g2.com/survey_responses/parny-review-13169127)**

**Rating:** 5.0/5.0 stars

_— Öner S._

[Read full review](https://www.g2.com/survey_responses/parny-review-13169127)

**["Parny AI Unifies Infrastructure Signals and Incident Context with Clear Impact Analysis"](https://www.g2.com/survey_responses/parny-review-13169888)**

**Rating:** 5.0/5.0 stars

_— Tolga G._

[Read full review](https://www.g2.com/survey_responses/parny-review-13169888)

### [OpsRamp](https://www.g2.com/products/opsramp/reviews)

OpsRamp’s modern, SaaS-based platform provides enterprise IT teams and managed service providers comprehensive IT operations management (ITOM) from discovery to monitoring to remediation and automation in a single, unified solution.

**Average Rating:** 4.1/5.0

**Total Reviews:** 22

#### How Do G2 Users Rate OpsRamp?

- **Systems Monitoring:** 5.8/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 4.2/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 7.7/10 (Category avg: 9.1/10)
- **Reporting:** 5.6/10 (Category avg: 8.8/10)

#### Who Is the Company Behind OpsRamp?

- **Seller:** [OpsRamp](https://www.g2.com/sellers/opsramp)
- **Year Founded:** 2014
- **HQ Location:** San Jose, CA
- **Twitter:** @OpsRamp  
1,451 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9b52598de7f698d58175c206dddb937f11f31035c21d7a94837f062b05cda6dd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fopsramp%2F&secure%5Burl_type%5D=linkedin_company_website)  
156 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 54% Large, 29% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **outstanding customer support** of OpsRamp, ensuring their queries are promptly addressed.
- Users praise the **outstanding customer support** offered by OpsRamp, ensuring assistance with any tool-related queries.
- Users value the **customizability** of OpsRamp, allowing tailored integration with various ITOM and ITSM tools seamlessly.
- Users value the **user-friendly dashboard** of OpsRamp, enhancing ease of discovery and monitoring for infrastructure.
- Users appreciate the **user-friendly interface** of OpsRamp, enabling easy discovery and monitoring without difficulty.

##### Cons

- Users find OpsRamp **expensive** , especially for smaller organizations when compared to alternative solutions.
- Users feel the **high licensing cost** of OpsRamp is particularly burdensome for smaller organizations compared to alternatives.
- Users find that the **pricing may be high for smaller organizations** , especially when compared to other alternatives.
- Users experience **slow performance** in dashboards when retrieving data, especially in larger environments.

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

**["OpsRamp - Modernize Your IT Operations"](https://www.g2.com/survey_responses/opsramp-review-10657405)**

**Rating:** 5.0/5.0 stars

_— B Venkata Sai Ram P._

[Read full review](https://www.g2.com/survey_responses/opsramp-review-10657405)

**["Unified Observability and Automation That Streamlines IT Operations"](https://www.g2.com/survey_responses/opsramp-review-12985367)**

**Rating:** 4.5/5.0 stars

_— Ambuj P._

[Read full review](https://www.g2.com/survey_responses/opsramp-review-12985367)

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

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

### [Siit](https://www.g2.com/products/siit/reviews)

Siit is the modern Service Desk for IT and internal operations teams. Our AI-powered platform streamlines ticketing, automates workflows, and enhances internal efficiency. Seamlessly integrating with existing tools, Siit eliminates complexity, accelerates resolution times, and transforms internal support into a strategic advantage.

**Average Rating:** 5.0/5.0

**Total Reviews:** 29

#### How Do G2 Users Rate Siit?

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

#### Who Is the Company Behind Siit?

- **Seller:** [Siit](https://www.g2.com/sellers/siit)
- **Year Founded:** 1976
- **HQ Location:** Paris, FR
- **Twitter:** @siitapp  
35 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2a1dabb043b6a045e7faa391074f2b37d6a0ad1229ff10bef66019925021af63&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsiit-app&secure%5Burl_type%5D=linkedin_company_website)  
91 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 55% Small, 45% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find Siit incredibly **easy to use** , streamlining support requests and enhancing internal communication effortlessly.
- Users find the **seamless Slack integration** of Siit enhances collaboration and significantly streamlines support requests.
- Users value the **efficient customer support** of Siit, enhancing communication and expediting resolution of requests.
- Users love the **conversational support** in Siit, enhancing communication and streamlining support requests through Slack.
- Users appreciate the **communication efficiency** of Siit, enhancing request handling and simplifying support processes for busy teams.

##### Cons

- Users feel that the **inadequate reporting** of Siit limits their ability to gain deeper insights into operations.
- Users feel that Siit lacks **inadequate reporting features** , limiting their ability to gain insights into support operations.
- Users feel there are **integration issues** with Siit, suggesting the need for broader onboarding resource connections.
- Users face **connectivity issues** with Siit, affecting their experience due to the reliance on stable internet access.
- Users desire more **customization options** in Siit to enhance their overall experience and reporting capabilities.

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

**["Good fit if your company runs on Teams"](https://www.g2.com/survey_responses/siit-review-12761625)**

**Rating:** 5.0/5.0 stars

_— Callista R._

[Read full review](https://www.g2.com/survey_responses/siit-review-12761625)

**["AI works well with our Notion knowledge base"](https://www.g2.com/survey_responses/siit-review-12771109)**

**Rating:** 5.0/5.0 stars

_— Gatien D._

[Read full review](https://www.g2.com/survey_responses/siit-review-12771109)

### [CloudFabrix](https://www.g2.com/products/cloudfabrix/reviews)

Data-centric AIOps Platform for Hybrid Deployments Powered by Robotic Data Automation Fabric (RDAF) Enabling the Autonomous Enterprise! - CloudFabrix was founded on a deep desire to enable Autonomous Enterprises. As we interviewed several big and small enterprises, one thing became very apparent. As Digital businesses were becoming more complex and abstract, it was impossible for traditional data management disciplines and frameworks to meet these requirements. As we dug deeper, 3 building blocks emerged as key pillars for embarking on a autonomous enterprise journey – the enterprise needed to adopt 1) Data-First 2) AI-First and 3) Automate Everywhere strategy. CloudFabrix AIOps platform provides the following services. 1) Alert Noise Reduction 2) Incident Management 3) Predictive Analytics & Anomaly Detection 4) FinOps/Asset Intelligence & Analytics 5) Log Intelligence. CloudFabrix Platform powered by RDAF has six differentiating pillars. 1) Data fabric for data integration & automation 2) Low Code/No Code Observability Pipelines to aggregate, transform, enrich correlate and route 3) Continuous Learning for explainable AI/ML models & transformers 4) AIOps as a service for multi-tenant, distributed hybrid consumption 5) Observability Dashboards for full stack observability insights 6) Full Stack Mappings for dependency and impact data model and maps CloudFabrix empowers IT leaders and operations personnel with actionable intelligence to make faster and better decisions. CloudFabrix is headquartered in Pleasanton, CA with branch offices in India and the United Kingdom.

**Average Rating:** 4.8/5.0

**Total Reviews:** 10

#### How Do G2 Users Rate CloudFabrix?

- **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:** 8.9/10 (Category avg: 8.8/10)

#### Who Is the Company Behind CloudFabrix?

- **Seller:** [CloudFabrix Software](https://www.g2.com/sellers/cloudfabrix-software)
- **Year Founded:** 2015
- **HQ Location:** Pleasanton, California
- **Twitter:** @CloudFabrix  
4 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=06c7dde5ee38b3f33726c4438f248e146c2cd72e4c39cc60722f4f3bf285d5c3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ffabrix.ai&secure%5Burl_type%5D=linkedin_company_website)  
118 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 50% Medium, 30% Small

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

**["Very easy to build data and analytics pipelines with CloudFabrix's RDA platform and its data bots"](https://www.g2.com/survey_responses/cloudfabrix-review-7162497)**

**Rating:** 5.0/5.0 stars

_— Palaniappan S._

[Read full review](https://www.g2.com/survey_responses/cloudfabrix-review-7162497)

**["Best platform for datacentric AIOps"](https://www.g2.com/survey_responses/cloudfabrix-review-9898363)**

**Rating:** 5.0/5.0 stars

_— Deepak T._

[Read full review](https://www.g2.com/survey_responses/cloudfabrix-review-9898363)

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

- [What is CloudFabrix Software used for?](https://www.g2.com/discussions/what-is-cloudfabrix-software-used-for)

### [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews)

Find out what is happening in your business and take meaningful action quickly with Splunk Enterprise. Automate the collection, indexing and alerting of machine data that's critical to your operations. Uncover the actionable insights from all your data — no matter the source or format. Leverage artificial intelligence and machine learning for predictive and proactive business decisions.

**Average Rating:** 4.3/5.0

**Total Reviews:** 415

#### How Do G2 Users Rate Splunk Enterprise?

- **Systems Monitoring:** 7.9/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 7.0/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.1/10)
- **Reporting:** 7.9/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Splunk Enterprise?

- **Seller:** [Cisco](https://www.g2.com/sellers/cisco)
- **Year Founded:** 1984
- **HQ Location:** San Jose, CA
- **Twitter:** @Cisco  
720,366 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=476aeabc5a712d049453edd5c54ea0318890d9e60d93782e37fe028224df1cbd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcisco%2F&secure%5Burl_type%5D=linkedin_company_website)  
95,545 employees on LinkedIn®
- **Ownership:** NASDAQ:CSCO

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Senior Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 64% Large, 27% Medium

#### What Do G2 Reviewers Say About Splunk Enterprise?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **innovation** of Splunk Enterprise, appreciating its user-friendly features and powerful analytics capabilities.
- Users value the **customization features** of Splunk Enterprise, enabling tailored insights and dynamic dashboards for effective monitoring.
- Users commend the **ease of use** of Splunk Enterprise, enhancing effective monitoring and quick issue resolution.
- Users value the **efficient log management** capabilities of Splunk Enterprise for accurate analysis and insights.
- Users value the **powerful reporting features** of Splunk Enterprise, enhancing data analysis and visualization capabilities significantly.

##### Cons

- Users find Splunk Enterprise to be **expensive** , especially as data volumes grow, impacting smaller teams' operations.
- Users face a **steep learning curve** with Splunk Enterprise, which can hinder quick mastery of its features.
- Users highlight the **expensive licensing** of Splunk Enterprise, making it difficult for some companies to adopt.
- Users face **integration issues** with Splunk Enterprise, requiring better add-ons and simpler architecture for easier deployment.
- Users feel that Splunk Enterprise has **missing features** , lacking important add-ons and more flexible data onboarding options.

#### What Are Recent G2 Reviews of Splunk Enterprise?

**["SPL search and dashboards are really useful"](https://www.g2.com/survey_responses/splunk-enterprise-review-12547655)**

**Rating:** 4.0/5.0 stars

_— Nishith J._

[Read full review](https://www.g2.com/survey_responses/splunk-enterprise-review-12547655)

**["Excellent Enterprise Observability and Log Management Solution for Hybrid Cloud Infrastructure"](https://www.g2.com/survey_responses/splunk-enterprise-review-12045230)**

**Rating:** 4.5/5.0 stars

_— RaviShankar S._

[Read full review](https://www.g2.com/survey_responses/splunk-enterprise-review-12045230)

#### What Are G2 Users Discussing About Splunk Enterprise?

- [What is Splunk Enterprise used for?](https://www.g2.com/discussions/what-is-splunk-enterprise-used-for) - 1 comment
- [What is the difference between Splunk Enterprise and Splunk Enterprise Security?](https://www.g2.com/discussions/splunk-enterprise-what-is-the-difference-between-splunk-enterprise-and-splunk-enterprise-security) - 1 comment
- [What are Splunk Enterprise components?](https://www.g2.com/discussions/what-are-splunk-enterprise-components) - 1 comment
- [Which apps ship with Splunk Enterprise?](https://www.g2.com/discussions/which-apps-ship-with-splunk-enterprise) - 1 comment
- [What does Splunk Enterprise do?](https://www.g2.com/discussions/what-does-splunk-enterprise-do) - 1 comment

### [Digitate](https://www.g2.com/products/digitate/reviews)

Launched in 2015, Digitate is a leading provider of SaaS-based autonomous enterprise software, bringing agility, assurance, and resiliency to IT and business operations. Digitate’s flagship offering, ignio™, is an award-winning, AIOps platform that accelerates the automation of IT lifecycle tasks from triaging to resolution. It combines unified observability, AI-powered insights, and closed-loop automation to deliver better visibility and control over business KPIs in hybrid and multi-cloud environments. Further, it enables predictive and preventive operations with intelligent recommendations and self-healing. Our customers span multiple industries and include Fortune 500 companies and global enterprises that are leaders and innovators. Digitate empowers customers every day to innovate and manage workloads, increase business velocity, and deliver superior end-user experiences.

**Average Rating:** 4.4/5.0

**Total Reviews:** 130

#### How Do G2 Users Rate Digitate?

- **Systems Monitoring:** 8.5/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 7.7/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Reporting:** 8.2/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Digitate?

- **Seller:** [Digitate](https://www.g2.com/sellers/digitate)
- **Company Website:** digitate.com
- **Year Founded:** 2015
- **HQ Location:** Santa Clara, US
- **Twitter:** @igniobydigitate  
3,763 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c8b573858a3fb93ef0e455e97b120007607875c868d8aef8ec0231bfff393d72&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Figniobydigitate%2F&secure%5Burl_type%5D=linkedin_company_website)  
345 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Manager
- **Top Industries:** Retail, Pharmaceuticals
- **Company Size:** 81% Large, 10% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **exceptional AI capabilities** of Digitate, significantly enhancing operational efficiency and analytics.
- Users value the **effective automation** capabilities of Digitate, enhancing operational efficiency and reducing manual efforts significantly.
- Users value the **knowledgeable customer support** from Digitate, enhancing IT operations with effective assistance and partnership.
- Users note the **significant productivity improvements** achieved with Digitate, enhancing operational efficiency and reducing effort.
- Users value the **prompt email alert system** of Digitate Ignio for effective monitoring and quick action on issues.

##### Cons

- Users find the **implementation process time-consuming** , often requiring more time than initially anticipated due to various complexities.
- Users find the **difficult learning** curve of Digitate challenging, impacting the efficiency of implementation and usage.
- Users find the **setup complexity** of Digitate challenging, making customization and initial configuration demanding for newcomers.
- Users note **limited features** in Digitate, expressing a need for more direct involvement and improved documentation.
- Users find the **slow implementation** of Digitate solutions frustrating, expecting quicker resolutions and setup times.

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

**["Great Performance and Partnership with Digitate"](https://www.g2.com/survey_responses/digitate-review-8773703)**

**Rating:** 4.5/5.0 stars

_— Halie R._

[Read full review](https://www.g2.com/survey_responses/digitate-review-8773703)

**["Enabling Proactive Monitoring and Intelligent Automation"](https://www.g2.com/survey_responses/digitate-review-12463195)**

**Rating:** 5.0/5.0 stars

_— Amit C._

[Read full review](https://www.g2.com/survey_responses/digitate-review-12463195)

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

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

### [meshIQ](https://www.g2.com/products/meshiq/reviews)

meshIQ is the enterprise evolution platform purpose-built to transform how organizations manage and optimize their middleware—the digital nervous system of the enterprise. It provides unified visibility, control, and modernization of messaging, event streaming, and B2B transactional flows across all middleware vendors, all environments, and at enterprise scale. Acting as a real-time intelligence layer across your entire ecosystem, meshIQ connects, monitors, and analyzes every message, event, and business transaction with forensic-level insight, so you can run incredibly lean operations with confidence and control. By eliminating the expense, complexity, and manual nature of managing multiple middleware platforms, meshIQ helps enterprises dramatically cut OPEX, resolve incidents and disputes up to 70% faster, reduce manual reconciliation efforts, and accelerate service delivery. The platform also provides a safe, fast, and reliable path to modernize middleware and migrate to modern architectures such as Apache Kafka®, ActiveMQ®, and cloud-native environments—without disruption. And with built-in B2B Flow Intelligence, organizations can assure every business transaction to safeguard revenue, meet regulatory requirements, and protect customer trust and experiences.

**Average Rating:** 4.6/5.0

**Total Reviews:** 100

#### How Do G2 Users Rate meshIQ?

- **Systems Monitoring:** 9.5/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 9.4/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Reporting:** 9.5/10 (Category avg: 8.8/10)

#### Who Is the Company Behind meshIQ?

- **Seller:** [meshIQ](https://www.g2.com/sellers/meshiq)
- **Company Website:** www.meshiq.com
- **Year Founded:** 1994
- **HQ Location:** Plainview, NY
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6ae12737b76d06acefae1190bf0238ab1bc7076e40569f64e10b7e757474e81a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnastel-technologies%2F&secure%5Burl_type%5D=linkedin_company_website)  
62 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Banking, Information Technology and Services
- **Company Size:** 43% Large, 37% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** of meshIQ, appreciating its intuitive design and unified view across platforms.
- Users value the **real-time monitoring** of meshIQ, facilitating quick issue detection and enhancing operational efficiency.
- Users appreciate the **intuitive user interface** of meshIQ, enabling quick insights for both technical and management teams.
- Users appreciate the **deep visibility** into middleware environments, making monitoring and troubleshooting significantly easier.
- Users appreciate the **deep visibility into middleware environments** provided by meshIQ, simplifying monitoring and troubleshooting significantly.

##### Cons

- Users find the **difficult learning** curve of meshIQ overwhelming, especially for advanced configurations and heavy datasets.
- Users find the **learning curve steep** for MeshIQ, as the powerful features can be overwhelming initially.
- Users find the **complexity of initial setup** and dense configurations challenging, hindering effective use of meshIQ.
- Users find the **difficult configuration** of meshIQ time-consuming and challenging, especially for those unfamiliar with the system.
- Users find the **learning difficulty** of meshIQ challenging, particularly during initial setup and advanced feature usage.

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

**["MeshIQ Keeps Improving: Expanding Monitoring and Responsive Customer Success"](https://www.g2.com/survey_responses/meshiq-review-13208911)**

**Rating:** 4.0/5.0 stars

_— Tanumoy G._

[Read full review](https://www.g2.com/survey_responses/meshiq-review-13208911)

**["Robust Message Tracking, Needs Better Observability"](https://www.g2.com/survey_responses/meshiq-review-11712309)**

**Rating:** 4.0/5.0 stars

_— kamalakar r._

[Read full review](https://www.g2.com/survey_responses/meshiq-review-11712309)

### [Coralogix](https://www.g2.com/products/coralogix/reviews)

Coralogix is a modern, full-stack observability platform transforming how businesses process and understand their data. Our unique architecture powers in-stream analytics without reliance on indexing or hot storage. We specialize in comprehensive monitoring of logs, metrics, trace and security events, enhancing operational efficiency and reducing total cost of ownership by up to 70%. Coralogix stands out for its simple pricing model, based solely on data volume ingested and retained, and offers free, fast customer support with less than 30 second response time and 1 hour resolution time. Our platform covers the entire range of observability with features such as APM, RUM, SIEM, Kubernetes monitoring and more, all streamlined for quick integration and immediate value. Components within the stream store the system state to provide stateful insights and real-time alerting without ever needing to index the data — so there are never any trade-offs to achieve observability. Once ingested, parsed, and enriched, data is written remotely to an archive bucket controlled by the client. The archive can be queried directly at any time, from the platform UI or via CLI, giving users infinite retention with full control over, and access to, their data. View and query your data from any dashboard using any syntax. Coralogix has successfully completed relevant security and privacy compliances by BDO including GDPR, SOC 2, PCI, HIPAA, and ISO 27001/27701.

**Average Rating:** 4.6/5.0

**Total Reviews:** 339

#### How Do G2 Users Rate Coralogix?

- **Systems Monitoring:** 8.7/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 6.7/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.1/10)
- **Reporting:** 8.8/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Coralogix?

- **Seller:** [Coralogix](https://www.g2.com/sellers/coralogix)
- **Company Website:** www.coralogix.com
- **Year Founded:** 2014
- **HQ Location:** San Francisco, CA
- **Twitter:** @Coralogix  
4,102 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ef56bf9e77f90e052266a03df08c90be65b7100d379c98d7e03372c2daaa8254&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3763125%2F&secure%5Burl_type%5D=linkedin_company_website)  
582 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, DevOps Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 53% Medium, 34% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** in setting up Coralogix, benefiting from seamless integrations and efficient monitoring.
- Users value the **integrated log management** of Coralogix, enhancing speed and accuracy in root-cause analysis.
- Users praise the **responsive customer support** of Coralogix, ensuring quick resolutions and enhanced user experience.
- Users value the **real-time monitoring** capabilities of Coralogix, enhancing user experience and incident response efficiency.
- Users appreciate the **user-friendly interface** of Coralogix, making it easy to search and export logs efficiently.

##### Cons

- Users find the **learning curve steep** , making it challenging for beginners to navigate and master metrics collection.
- Users find the **missing feature for exporting searched strings** limits their ability to efficiently manage logs.
- Users experience **slow performance** with Coralogix, leading to frustrating delays in loading and retrieving logs.
- Users find **learning difficulty** with Coralogix, especially concerning advanced features and navigating the overwhelming UI.
- Users note the **difficult learning curve** in navigating Coralogix’s complex setup and technical syntax initially.

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

**["Coralogix Game Changer Logging Tool"](https://www.g2.com/survey_responses/coralogix-review-11633887)**

**Rating:** 4.5/5.0 stars

_— Shakti V._

[Read full review](https://www.g2.com/survey_responses/coralogix-review-11633887)

**["Reliable Log Monitoring with Room for Improvement"](https://www.g2.com/survey_responses/coralogix-review-12091026)**

**Rating:** 4.5/5.0 stars

_— Aayush M._

[Read full review](https://www.g2.com/survey_responses/coralogix-review-12091026)

### [SolarWinds Observability](https://www.g2.com/products/solarwinds-worldwide-llc-solarwinds-observability/reviews)

SolarWinds® Observability is a comprehensive full-stack observability solution designed to meet the diverse needs of modern organizations, regardless of their size. This solution provides deep visibility into hybrid ecosystems, enabling users to monitor and manage both on-premises and cloud environments effectively. By optimizing performance and ensuring availability across distributed hybrid IT infrastructures, SolarWinds Observability supports organizations in navigating the complexities of their IT environments. Targeted at IT professionals and organizations that require robust monitoring capabilities, SolarWinds Observability caters to a wide range of use cases. It is particularly beneficial for businesses operating in hybrid environments, where the integration of on-premises and cloud resources is essential. The solution allows users to gain a holistic view of their networks, applications, databases, and user experiences, thereby facilitating better decision-making and operational efficiency. This is especially crucial in today’s fast-paced digital landscape, where downtime can significantly impact service reliability and customer satisfaction. One of the standout features of SolarWinds Observability is its built-in intelligence powered by AIOps capabilities. This functionality accelerates issue remediation by enabling users to detect, troubleshoot, and resolve problems more efficiently. The advanced predictive analysis and anomaly-based alerts help organizations proactively address potential issues before they escalate, ultimately reducing downtime and enhancing service reliability. Additionally, the solution's log pattern analysis further streamlines the troubleshooting process, allowing IT teams to focus on strategic initiatives rather than being bogged down by operational challenges. SolarWinds Observability offers flexibility in deployment, providing users with the option to choose between self-hosted and SaaS models. The self-hosted option integrates seamlessly with other SolarWinds services, such as security and storage monitoring, while the SaaS option is tailored for deeper monitoring of custom and cloud-based applications. This adaptability ensures that organizations can select the deployment method that best aligns with their operational needs and infrastructure. Moreover, SolarWinds Observability stands out by consolidating multiple monitoring tools into a single, integrated solution. This not only simplifies the monitoring process but also helps organizations reduce costs associated with managing disparate systems. By offering comprehensive visibility across hybrid IT environments, SolarWinds Observability empowers organizations to optimize their operations and enhance overall performance.

**Average Rating:** 4.3/5.0

**Total Reviews:** 824

#### How Do G2 Users Rate SolarWinds Observability?

- **Systems Monitoring:** 7.8/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 7.2/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)
- **Reporting:** 8.9/10 (Category avg: 8.8/10)

#### Who Is the Company Behind SolarWinds Observability?

- **Seller:** [SolarWinds Worldwide LLC](https://www.g2.com/sellers/solarwinds-worldwide-llc)
- **Company Website:** www.solarwinds.com
- **Year Founded:** 1999
- **HQ Location:** Austin, TX
- **Twitter:** @solarwinds  
19,570 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a1765c38bb6352c68352819e76f659e536738a569e70b5125a52a054a2348dc6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F166039%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,824 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Network Engineer, Network Administrator
- **Top Industries:** Information Technology and Services, Hospital & Health Care
- **Company Size:** 43% Large, 35% Medium

#### What Do G2 Reviewers Say About SolarWinds Observability?

_AI-generated summary from verified user reviews_

##### Pros

- Users highlight the **ease of use** of SolarWinds Observability, appreciating its intuitive interface and unified dashboards.
- Users appreciate the **comprehensive visibility** with SolarWinds Observability, enhancing system management and performance monitoring effortlessly.
- Users appreciate the **visibility** provided by SolarWinds Observability, making system management and performance monitoring effortless.
- Users appreciate the **real-time monitoring** of SolarWinds Observability, which enhances system management and troubleshooting efficiency.
- Users appreciate the **easy-to-read dashboards** of SolarWinds Observability, making monitoring and system management seamless and efficient.

##### Cons

- Users face a **significant learning curve** in leveraging advanced features and navigating the setup and configuration process.
- Users find the **pricing to be steep** , especially with costs increasing rapidly as more features are utilized.
- Users find SolarWinds Observability **not user-friendly** due to a difficult new interface and outdated setup documentation.
- Users face **integration issues** due to limited out-of-the-box support and challenges with setup and custom work.
- Users report **poor customer support** from SolarWinds Observability, with insufficient assistance for integrations and troubleshooting issues.

#### What Are Recent G2 Reviews of SolarWinds Observability?

**["Powerful Database Observability"](https://www.g2.com/survey_responses/solarwinds-observability-review-12663147)**

**Rating:** 4.5/5.0 stars

_— Naveen T._

[Read full review](https://www.g2.com/survey_responses/solarwinds-observability-review-12663147)

**["Highly recommended for organizations looking to modernize their monitoring strategy."](https://www.g2.com/survey_responses/solarwinds-observability-review-13140564)**

**Rating:** 5.0/5.0 stars

_— MJ S._

[Read full review](https://www.g2.com/survey_responses/solarwinds-observability-review-13140564)

#### What Are G2 Users Discussing About SolarWinds Observability?

- [What is SolarWinds Network Performance Monitor used for?](https://www.g2.com/discussions/what-is-solarwinds-network-performance-monitor-used-for) - 2 comments
- [What is SolarWinds NetFlow Traffic Analyzer used for?](https://www.g2.com/discussions/what-is-solarwinds-netflow-traffic-analyzer-used-for) - 1 comment
- [What is SolarWinds Network Configuration Manager used for?](https://www.g2.com/discussions/what-is-solarwinds-network-configuration-manager-used-for)
- [What is SolarWinds Storage Resource Monitor used for?](https://www.g2.com/discussions/what-is-solarwinds-storage-resource-monitor-used-for)
- [What is SolarWinds Log Analyzer used for?](https://www.g2.com/discussions/what-is-solarwinds-log-analyzer-used-for)

### [BigPanda](https://www.g2.com/products/bigpanda/reviews)

BigPanda is an agentic IT operations platform that enables enterprises to keep the digital world running by transforming manual and reactive human processes into intelligent, autonomous systems. The world’s most trusted brands rely on BigPanda to detect, respond to, and prevent IT incidents at machine speed, improving operational efficiency and delivering exceptional service reliability to their customers. Our primary users include IT Operations (ITOps), Network Operations Centers (NOC), Major Incident Management, Change Management,, and Site Reliability Engineering (SRE) teams that face increasing challenges due to the complexities of modern IT infrastructure. Enterprises spend $250 billion annually on manual, human-driven IT operations, and it doesn’t scale. Teams are hindered by slow, reactive, and manual ITOps and incident management processes that cannot keep up with the scale and rapid pace of change in today's digital landscape. As a result, enterprises experience service outages and increased operational costs, detracting from their ability to innovate and improve service delivery. BigPanda addresses these challenges by transforming the overwhelming volume of IT alerts and incidents into automated, actionable workflows. By leveraging AI agents, advanced algorithms, and machine learning, the platform unifies events and IT knowledge, correlates incidents across domains, and automates triage and investigation. These capabilities streamline the incident response process and reduce the time spent on manual tasks, allowing IT professionals to focus on strategic initiatives rather than being bogged down by routine firefighting. The key capabilities of BigPanda include: - AI Incident Prevention helps teams stop change-related incidents before they happen with scalable, proactive change and problem management. - AI Detection and Response correlates signals and surfaces critical context, so your teams can act before incidents escalate. - The BigPanda L1 Agent strengthens your first line of defense by automating L1 NOC workflows end to end and scaling L1 operations without increasing headcount. - AI Incident Assistant helps IT teams streamline major incidents, including collaboration, investigation, and resolution, to reduce the impact on the business. These capabilities are powered by the BigPanda IT Knowledge Graph, which is purpose-built to enable an AI-first data strategy by capturing your siloed and fragmented data and using it to power insights and automation. BigPanda integrates seamlessly with existing IT tools, empowering enterprises to automate incident response workflows and gain real-time visibility into IT operations. Automating repetitive IT operations tasks helps organizations minimize human error and accelerate resolution times, while the integration capabilities ensure that teams can leverage their current toolsets without disruption. Additionally, BigPanda offers advanced analytics that provide valuable insights into operational performance, helping organizations make informed decisions that enhance service availability and drive business growth. By utilizing BigPanda, enterprises can significantly reduce their IT operating costs while improving service reliability and overall business agility. The platform empowers teams to proactively manage incidents, mitigate outage risk, and enhance customer satisfaction. As organizations continue to evolve amid digital transformation, BigPanda stands out as a critical tool for modern enterprise IT operations, enabling them to thrive in an increasingly complex environment.

**Average Rating:** 4.5/5.0

**Total Reviews:** 129

#### How Do G2 Users Rate BigPanda?

- **Systems Monitoring:** 9.1/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 8.9/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.1/10)
- **Reporting:** 8.5/10 (Category avg: 8.8/10)

#### Who Is the Company Behind BigPanda?

- **Seller:** [BigPanda](https://www.g2.com/sellers/bigpanda)
- **Company Website:** bigpanda.io
- **Year Founded:** 2012
- **HQ Location:** Mountain View, California
- **Twitter:** @bigpanda  
3,072 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=db03fec91b980adbc42b3ddff523fed872925292ce07c07bedadaa86b90f3d66&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2598034%2F&secure%5Burl_type%5D=linkedin_company_website)  
336 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Developer, Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 51% Large, 36% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **Alerting System** effective for reducing noise and streamlining incident management through automation.
- Users value the **noise reduction** and efficiency achieved in incident management through BigPanda's automation and streamlined workflows.
- Users value the **automation** features of BigPanda, which greatly enhance incident management and reduce noise in workflows.
- Users value the **easy integrations** of BigPanda, enhancing incident management and automating workflows seamlessly.
- Users commend BigPanda for **reducing noise and streamlining incident management** , enhancing overall efficiency through automated workflows.

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

**["BigPanda Turns Alert Noise Into Actionable Incidents with Smart Correlation"](https://www.g2.com/survey_responses/bigpanda-review-13216003)**

**Rating:** 4.5/5.0 stars

_— Atharva S._

[Read full review](https://www.g2.com/survey_responses/bigpanda-review-13216003)

**["AI-Driven Incident Management with Seamless Integration"](https://www.g2.com/survey_responses/bigpanda-review-13181887)**

**Rating:** 4.0/5.0 stars

_— Jeni J._

[Read full review](https://www.g2.com/survey_responses/bigpanda-review-13181887)

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

- [How do you use Bigpanda?](https://www.g2.com/discussions/how-do-you-use-bigpanda)
- [What is the use of Bigpanda?](https://www.g2.com/discussions/what-is-the-use-of-bigpanda) - 1 comment
- [Is BigPanda a SaaS?](https://www.g2.com/discussions/is-bigpanda-a-saas) - 1 comment
- [What does BigPanda do?](https://www.g2.com/discussions/what-does-bigpanda-do)

### [Splunk AppDynamics](https://www.g2.com/products/splunk-appdynamics/reviews)

Powered by Cisco, AppDynamics is on a mission to help companies see their technology through the lens of the business so they can work as one to prioritize what matters most. We’re reinventing the observability space and simplifying the challenge of digital transformation for the world’s largest enterprises. In this era of unprecedented digital growth, the AppDynamics Business Observability Platform transforms organizations faster by providing business context deep into the technology stack, aligning teams around shared priorities, and enabling technologists to act with confidence and control. AppDynamics has been recognized by Gartner as a leader in the APM market for more than eight years and was positioned highest in ‘ability to execute’ in Gartner’s 2021 Magic Quadrant Report for APM.

**Average Rating:** 4.3/5.0

**Total Reviews:** 336

#### How Do G2 Users Rate Splunk AppDynamics?

- **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?:** 8.5/10 (Category avg: 9.1/10)
- **Reporting:** 9.4/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Splunk AppDynamics?

- **Seller:** [Cisco](https://www.g2.com/sellers/cisco)
- **Year Founded:** 1984
- **HQ Location:** San Jose, CA
- **Twitter:** @Cisco  
720,366 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=476aeabc5a712d049453edd5c54ea0318890d9e60d93782e37fe028224df1cbd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcisco%2F&secure%5Burl_type%5D=linkedin_company_website)  
95,545 employees on LinkedIn®
- **Ownership:** NASDAQ:CSCO

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Senior Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 58% Large, 35% Medium

#### What Do G2 Reviewers Say About Splunk AppDynamics?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **easy integration** of AppDynamics with ITSM tools, enhancing their monitoring and operational efficiency.
- Users appreciate the **easy integration with ITSM tools** , enhancing their ability to monitor enterprise applications efficiently.
- Users find **ease of integration** with tools like ServiceNow enhances their experience with AppDynamics significantly.
- Users value the **easy integrations** with tools like Servicenow, enhancing connectivity and efficiency for application monitoring.
- Users value the **easy integration** with ITSM tools like ServiceNow for enhanced application performance monitoring.

##### Cons

- Users express concerns over **billing issues** , including high renewal costs and slow support timelines post-Cisco acquisition.
- Users express concern over **expensive renewal costs** and delayed support timelines post-Cisco acquisition impacting overall value.
- Users experience delays due to a **inefficient alert system** following Cisco's acquisition, impacting overall response times.
- Users express frustration with **poor customer support** , citing slow response times and unresolved product issues post-acquisition.
- Users express concerns about **high renewal costs** and extended timelines for product enhancements post-Cisco acquisition.

#### What Are Recent G2 Reviews of Splunk AppDynamics?

**["Best-in-Class Application Performance Monitoring with Splunk AppDynamics"](https://www.g2.com/survey_responses/splunk-appdynamics-review-13182989)**

**Rating:** 4.5/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/splunk-appdynamics-review-13182989)

**["AppDynamics - A powerful analytics tool for business transactions and monitoring"](https://www.g2.com/survey_responses/splunk-appdynamics-review-9780843)**

**Rating:** 4.5/5.0 stars

_— Brajesh S._

[Read full review](https://www.g2.com/survey_responses/splunk-appdynamics-review-9780843)

#### What Are G2 Users Discussing About Splunk AppDynamics?

- [What is AppDynamics used for?](https://www.g2.com/discussions/what-is-appdynamics-used-for) - 1 comment

### [IBM Concert platform](https://www.g2.com/products/ibm-concert-platform/reviews)

IBM Concert® is an agentic IT Ops platform that creates an adaptable, unified operational layer across your environment. It connects signals, generates shared context, and coordinates action across teams and tools, so your entire system operates as one. With cross-domain intelligence, Concert helps you reduce risk, maintain business continuity, improve performance, and optimize cost across the stack. Powered by agentic AI, it surfaces what matters, prioritizes business impact, and orchestrates action through governed workflows. 

**Average Rating:** 4.1/5.0

**Total Reviews:** 24

#### How Do G2 Users Rate IBM Concert platform?

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

#### Who Is the Company Behind IBM Concert platform?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Company Website:** www.ibm.com
- **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®

#### Who Uses This Product?

- **Company Size:** 42% Small, 33% Medium

#### What Do G2 Reviewers Say About IBM Concert platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of IBM Concert, appreciating its straightforward setup and intuitive interface for managing tasks.
- Users appreciate the **AI-driven insights** from IBM Concert, enhancing situational awareness and facilitating quick, informed decision-making.
- Users value the **automation capabilities** of IBM Concert, freeing them from operational concerns to focus on key tasks.
- Users commend the **easy setup** of IBM Concert, enabling efficient management and quick access to insights seamlessly.
- Users value IBM Concert for its **efficient problem-solving capabilities** , delivering actionable insights and streamlining incident resolution.

##### Cons

- Users find the **learning difficulty** of IBM Concert challenging, suggesting improvements in onboarding and interface simplicity.
- Users find the **complex setup** of IBM Concert challenging, with a steep learning curve for integration and data normalization.
- Users find the **learning curve steep** , making it challenging to fully understand IBM Concert's features and functionalities.
- Users experience **integration issues** with IBM Concert, citing the need for smoother and deeper third-party integrations.
- Users feel the **limited customization options** hinder tailored experiences on IBM Concert, affecting usability and flexibility.

#### What Are Recent G2 Reviews of IBM Concert platform?

**["IBM Concert Speeds Up Risk Management and Issue Detection with AI"](https://www.g2.com/survey_responses/ibm-concert-platform-review-12865276)**

**Rating:** 5.0/5.0 stars

_— manjusha l._

[Read full review](https://www.g2.com/survey_responses/ibm-concert-platform-review-12865276)

**["Unified IT Ops Visibility with AI-Powered Insights and Automation"](https://www.g2.com/survey_responses/ibm-concert-platform-review-13238773)**

**Rating:** 4.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/ibm-concert-platform-review-13238773)

### [Portkey](https://www.g2.com/products/portkey/reviews)

Portkey is the essential control panel for AI-powered applications, trusted by thousands of dev teams worldwide. Our comprehensive suite includes: - AI Gateway: Seamlessly manage and route your AI requests - Guardrails: Ensure reliability and security in your AI operations - Observability Suite: Gain deep insights into your AI app performance - Prompt Management: Create, manage, version, and deploy prompts with ease across all AI providers. Improve your AI app development process with Portkey's reliable and cost-effective solution, designed for speed and performance.

**Average Rating:** 4.6/5.0

**Total Reviews:** 19

#### How Do G2 Users Rate Portkey?

- **Systems Monitoring:** 9.8/10 (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?:** 9.7/10 (Category avg: 9.1/10)
- **Reporting:** 9.8/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Portkey?

- **Seller:** [Palo Alto Networks](https://www.g2.com/sellers/palo-alto-networks)
- **Year Founded:** 2005
- **HQ Location:** Santa Clara, CA
- **Twitter:** @PaloAltoNtwks  
128,951 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=283fa006a7b7db5565e608e4d1bc1dafae45bdf4b312f2cd5bb208ac9271f81d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F30086%2F&secure%5Burl_type%5D=linkedin_company_website)  
22,313 employees on LinkedIn®
- **Ownership:** NYSE: PANW

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 58% Small, 37% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **seamless integration process** of Portkey, with smooth implementation and responsive support enhancing their experience.
- Users value the **ease of use** of Portkey, appreciating its smooth integration and intuitive dashboard for API management.
- Users value the **easy integration** of Portkey, which simplifies API management and accelerates AI deployment processes.
- Users commend the **responsive customer support** of Portkey, receiving real answers from knowledgeable engineers swiftly.
- Users appreciate the **seamless integration** and **friendly support** of Portkey, enhancing their AI development experience.

##### Cons

- Users note the **limited features** of Portkey, particularly in advanced analytics and customization options.
- Users highlight **missing features** like advanced analytics and flexible GUI documentation, affecting overall usability of Portkey.
- Users find the **poor documentation** of Portkey frustrating, leading to confusion and reliance on self-discovery.
- Users report a **lack of control** in last-minute destination choices, impacting the flexibility of Portkey's functionality.
- Users find the **complexity of Portkey** challenging for newcomers, compounded by bugs and insufficient documentation.

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

**["Unified LLM Gateway with Powerful Observability and Reliability"](https://www.g2.com/survey_responses/portkey-review-13133803)**

**Rating:** 4.5/5.0 stars

_— Ravindra N._

[Read full review](https://www.g2.com/survey_responses/portkey-review-13133803)

**["Portkey Brings Observability, Control, and Cost Clarity to LLMOps"](https://www.g2.com/survey_responses/portkey-review-12546365)**

**Rating:** 4.5/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/portkey-review-12546365)

### [ZIF](https://www.g2.com/products/zif/reviews)

The Zero Incident Framework (ZIF) is an AI-Ops based platform delivering enhanced network operations management around asset discovery, hybrid infrastructure monitoring, Proactive detection, and automation. The platform harnesses unique features from high-end technologies like artificial intelligence, machine learning, and intelligent automation. ZIF components provide organizations with full-fledged proactivity and a level of resilience that would enable increased availability and ‘zero outages’ in any environment be it cloud, on-premises, or hybrid IT infrastructure. ZIF is an AI-Ops platform that enables proactive detection and remediation of potential events helping organizations drive towards a Zero Incident Enterprise™.

**Average Rating:** 4.5/5.0

**Total Reviews:** 17

#### How Do G2 Users Rate ZIF?

- **Systems Monitoring:** 9.5/10 (Category avg: 9.0/10)
- **Artificial Intelligence:** 9.6/10 (Category avg: 8.6/10)
- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 9.1/10)
- **Reporting:** 9.5/10 (Category avg: 8.8/10)

#### Who Is the Company Behind ZIF?

- **Seller:** [Zero Incident FrameworkTM (ZIFTM)](https://www.g2.com/sellers/zero-incident-frameworktm-ziftm)
- **Year Founded:** 1998
- **HQ Location:** Princeton, New Jersey
- **Twitter:** @ZIF\_AI  
258 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=468ef5f56332f7eeb670f847277565ec4d2c98c0f271acd5cc78c06e0afac50d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fzif-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** IT Analyst
- **Top Industries:** Banking
- **Company Size:** 50% Large, 50% Small

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

**["This has been a perfect tool"](https://www.g2.com/survey_responses/zif-review-4801812)**

**Rating:** 4.5/5.0 stars

_— Mohammed F._

[Read full review](https://www.g2.com/survey_responses/zif-review-4801812)

**["Amazing"](https://www.g2.com/survey_responses/zif-review-9982605)**

**Rating:** 5.0/5.0 stars

_— Mohamed M._

[Read full review](https://www.g2.com/survey_responses/zif-review-9982605)

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

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

### [Splunk Infrastructure Monitoring](https://www.g2.com/products/splunk-infrastructure-monitoring/reviews)

SignalFx is the only real-time cloud monitoring platform for infrastructure, microservices, and applications. The platform discovers and collects metrics across every component in your cloud environment, replacing traditional point tools and providing real-time predictive analytics. The massively scalable SignalFx architecture is optimized for cloud infrastructure and microservices-based applications, It provides powerful visualization, proactive alerting, and collaborative triage capabilities for organizations of all sizes. SignalFx is used by leading enterprises across high tech, financial services, consumer products, retail, communications, media, entertainment, and web-scale players like Yelp, HubSpot, Acquia, and Kayak. SignalFx is venture-funded by Andreessen Horowitz, Charles River Ventures, and General Catalyst

**Average Rating:** 4.3/5.0

**Total Reviews:** 49

#### How Do G2 Users Rate Splunk Infrastructure Monitoring?

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Splunk Infrastructure Monitoring?

- **Seller:** [Cisco](https://www.g2.com/sellers/cisco)
- **Year Founded:** 1984
- **HQ Location:** San Jose, CA
- **Twitter:** @Cisco  
720,366 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=476aeabc5a712d049453edd5c54ea0318890d9e60d93782e37fe028224df1cbd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcisco%2F&secure%5Burl_type%5D=linkedin_company_website)  
95,545 employees on LinkedIn®
- **Ownership:** NASDAQ:CSCO

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 45% Large, 37% Medium

#### What Do G2 Reviewers Say About Splunk Infrastructure Monitoring?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Splunk Infrastructure Monitoring to be **easy to use** , offering versatile modules and seamless integrations for effective monitoring.
- Users value the **real-time monitoring** capabilities of Splunk, ensuring optimal performance and minimal production downtime.
- Users appreciate the **flexible log aggregation and monitoring features** of Splunk, enhancing infrastructure and security management.
- Users appreciate the **real-time monitoring** capabilities of Splunk, ensuring optimal performance and minimizing downtime across systems.
- Users value the **real-time monitoring capabilities** of Splunk Infrastructure Monitoring for ensuring smooth operations and performance.

##### Cons

- Users find Splunk Infrastructure Monitoring to be **expensive** , especially for large data volumes and a steep learning curve.
- Users find the **steep learning curve** of Splunk Infrastructure Monitoring challenging, especially for customization and complex queries.
- Users find the **difficult learning** curve of Splunk Infrastructure Monitoring challenging, hindering efficient use of the product.
- Users find the **learning difficulty** significant due to the steep curve and non-intuitive features of Splunk Infrastructure Monitoring.
- Users find **complex pricing** challenging, as costs escalate significantly with large data volumes from multiple devices.

#### What Are Recent G2 Reviews of Splunk Infrastructure Monitoring?

**["Splunk: Infrastructure Monitoring Application"](https://www.g2.com/survey_responses/splunk-infrastructure-monitoring-review-9103873)**

**Rating:** 4.5/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/splunk-infrastructure-monitoring-review-9103873)

**["Versatile suite of tools for various security needs"](https://www.g2.com/survey_responses/splunk-infrastructure-monitoring-review-7975767)**

**Rating:** 4.5/5.0 stars

_— Verified User in Telecommunications_

[Read full review](https://www.g2.com/survey_responses/splunk-infrastructure-monitoring-review-7975767)

#### What Are G2 Users Discussing About Splunk Infrastructure Monitoring?

- [Why did splunk buy SignalFx?](https://www.g2.com/discussions/splunk-infrastructure-monitoring-why-did-splunk-buy-signalfx)
- [Why did splunk buy SignalFx?](https://www.g2.com/discussions/why-did-splunk-buy-signalfx)
- [What is SignalFx?](https://www.g2.com/discussions/splunk-infrastructure-monitoring-what-is-signalfx)
- [What is SignalFx?](https://www.g2.com/discussions/what-is-signalfx)
- [What can splunk monitor?](https://www.g2.com/discussions/what-can-splunk-monitor)

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- [Infrastructure as a Service (IaaS)](/categories/infrastructure-as-a-service-iaas)
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[Browse AIOps Platforms Themes](/categories/aiops-platforms/themes)

 ![Tian Lin](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tian Lin")
TL

Researched and written by [Tian Lin](https://research.g2.com/insights/author/tian-lin)

Updated April 9, 2026

AIOps platforms leverage artificial intelligence and machine learning to automate and optimize IT operations, accelerating issue identification, improving root cause analysis (RCA) accuracy, and reducing time to resolution to support better service level agreement (SLA) adherence.

### Core Capabilities of AIOps Platforms

To qualify for inclusion in the AIOps category, a product must:

- Leverage AI and/or machine learning to analyze large volumes of data
- Monitor and analyze data from multiple types of systems
- Proactively and reactively identify issues
- Aid or guide the issue resolution process
- Integrate with a variety of IT systems

### Common Use Cases for AIOps Platforms

IT operations teams use AIOps platforms to move from reactive to proactive infrastructure management. Common use cases include:

- Automating performance monitoring, workload scheduling, and data backup
- Correlating events across systems to reduce alert noise and surface root causes
- Predicting system behavior to prevent incidents before they escalate

### How AIOps Platforms Differ from Other Tools

AIOps software combines [machine learning (ML)](https://www.g2.com/articles/what-is-machine-learning), [natural language processing (NLP)](https://www.g2.com/articles/natural-language-processing), and other advanced AI methods to provide proactive, real-time insights tailored to specific IT environments. By nature of their functions, AIOps tools are commonly integrated with [incident management](https://www.g2.com/categories/incident-management), [service desk](https://www.g2.com/categories/service-desk), and [log analysis](https://www.g2.com/categories/log-analysis) solutions. Many AIOps platforms incorporate these functionalities directly to consolidate troubleshooting resources into a unified environment.

### Insights from G2 on AIOps Platforms

Based on category trends on G2, proactive issue detection and event correlation stand out as the most impactful capabilities. These platforms deliver reductions in manual intervention and faster incident resolution as primary outcomes of AIOps adoption.

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