---
title: Harness Platform Reviews
meta_title: 'Harness Platform Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 311 reviews by the users' company size, role or industry
  to find out how Harness Platform works for a business like yours.
aggregate_rating:
  rating_value: 4.6
  review_count: 311
  scale: '5'
date_modified: '2026-08-06'
parent_category:
  name: CI/CD Tools
  url: https://www.g2.com/categories/ci-cd-tools
---

# Harness Platform Reviews
**Vendor:** Harness  
**Category:** [Continuous Delivery Tools](https://www.g2.com/categories/continuous-delivery-tools)  
**Average Rating:** 4.6/5.0  
**Total Reviews:** 311
## About Harness Platform
Simplify your developer experience with the world&#39;s first AI-augmented software delivery platform. Upgrade your software delivery with Harness&#39; innovative CI/CD, Feature Flags, Infrastructure as Code Management, and Chaos Engineering tools. We are a software delivery platform that helps developers and infrastructure engineers build and ship code for cloud and on-premise projects. We automate the continuous integration and continuous delivery (CI/CD) process to help teams build faster, ship more frequently, and improve quality, efficiency, and governance. We help companies in four key areas: Number one, we accelerate innovation through DevOps modernization. We provide an approach for software delivery that automates processes, reduces manual interventions, consolidates tools, and accelerates time-to-market for new products, features, and fixes. Number two, we improve developer experience. We give you the ability to attract, retain, and onboard high-caliber engineering talent while fostering a culture of continuous innovation and improvement. Number three, we secure software delivery. We give you the ability to integrate security into every phase of the SDLC. And last but not least is, we optimize cloud costs. We give you the ability to eliminate waste and to ensure that appropriate cloud resources are allocated at the right place at the right time.



## Harness Platform Pros & Cons
**What users like:**

- Users appreciate the **ease of use** of Harness Platform, making implementation and configuration seamless and efficient. (114 reviews)
- Users value the **ease of use and flexibility** in targeting features within the Harness Platform. (73 reviews)
- Users appreciate the **user-friendly interface** of Harness Platform for easily managing and deploying feature flags. (49 reviews)
- Users find the **easy setup** of Harness Platform quick and efficient, leading to immediate cost savings and satisfaction. (40 reviews)
- Users value the **easy integrations** with SSO and tools that streamline software delivery on the Harness Platform. (31 reviews)
- Users appreciate the **intuitive user interface** of Harness Platform, enabling quick integrations and streamlined deployments. (31 reviews)
- Useful (29 reviews)
- Integrations (28 reviews)
- Implementation Ease (24 reviews)
- A/B Testing (23 reviews)

**What users dislike:**

- Users note a **lack of multiple filters** in Harness Platform, limiting flexibility for advanced customization and usability. (23 reviews)
- Users face **limitations in configuration management** , including issues with renaming and deleting toggles that complicate usability. (20 reviews)
- Users note a **lack of multiple filters** and missing features in the Harness Platform, limiting its overall usability. (20 reviews)
- Users find the **steep learning curve** challenging, particularly due to complicated settings and insufficient documentation. (17 reviews)
- Users find the **UI complex and clunky** , which can complicate the overall user experience with the platform. (16 reviews)
- Complexity (15 reviews)
- Steep Learning Curve (14 reviews)
- Users face challenges with **removing obsolete feature flags** in Split.io, complicating updates and user management. (13 reviews)
- Not User-Friendly (13 reviews)
- User Difficulty (13 reviews)

## Harness Platform Reviews
  ### 1. Harness Simplifies CI/CD with Visual Pipelines, Smooth Integrations, and Safer Deployments

**Rating:** 4.0/5.0 stars

**Reviewed by:** Muhammed A. | Technical Project Manager , Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 05, 2026

**What do you like best about Harness Platform?**

Harness has made our CI/CD pipeline significantly more manageable, with a visual pipeline builder that makes it easy to see the full deployment flow without digging through complex YAML configurations for every change. Automated rollback capabilities have given us more confidence deploying changes to production, since a failed deployment can be caught and reverted quickly without manual intervention. Integration with our existing tools, like Docker and our Git repositories, was smooth, and built-in deployment strategies like canary releases have made rolling out changes more gradually and safely compared to our previous manual deployment process.

**What do you dislike about Harness Platform?**

The initial setup and configuration took more time than expected, especially getting pipelines properly structured to match our existing workflow rather than adapting our process entirely to the tool's defaults. Pricing scales with usage and features, which can get expensive as pipeline complexity and deployment frequency grow. Some of the more advanced features have a learning curve, and troubleshooting pipeline failures occasionally required digging through logs more than expected before the root cause became clear.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness has replaced a more manual, error-prone deployment process with a structured, automated CI/CD pipeline that reduces the risk of pushing broken changes to production. This has improved deployment confidence significantly, since automated rollback and gradual rollout strategies catch issues before they affect all users, rather than relying on manual monitoring after every release.

  ### 2. Harness Simplifies CI/CD with Reliable Deployments and Seamless Integrations

**Rating:** 4.5/5.0 stars

**Reviewed by:** Atharva S. | SRE, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 04, 2026

**What do you like best about Harness Platform?**

What I like best about Harness Platform is its ability to simplify and automate the software delivery lifecycle through an intuitive, developer-friendly interface. Features like CI/CD pipelines, infrastructure as code support, automated deployment strategies, and built-in governance make it easier to deliver software quickly while maintaining reliability. I also appreciate its robust monitoring, rollback capabilities, and seamless integrations with popular cloud providers and DevOps tools. Overall, Harness helps reduce deployment complexity, improves release confidence, and enables teams to deliver software faster with greater operational efficiency.

**What do you dislike about Harness Platform?**

What I like best about Harness Platform is its ability to simplify and automate the software delivery lifecycle through an intuitive, developer-friendly interface. Features like CI/CD pipelines, infrastructure as code support, automated deployment strategies, and built-in governance make it easier to deliver software quickly while maintaining reliability. I also appreciate its robust monitoring, rollback capabilities, and seamless integrations with popular cloud providers and DevOps tools. Overall, Harness helps reduce deployment complexity, improves release confidence, and enables teams to deliver software faster with greater operational efficiency.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness Platform solves the challenge of managing complex software delivery by automating continuous integration, continuous delivery, deployment, and infrastructure workflows within a single platform. Instead of relying on multiple disconnected DevOps tools and manual deployment processes, it streamlines build, testing, deployment, monitoring, and rollback operations with built-in automation and governance. This reduces deployment errors, accelerates release cycles, improves software reliability, and gives teams greater visibility into the delivery pipeline. As a result, it has increased developer productivity, minimized operational overhead, and enabled faster, more confident software releases.

  ### 3. Harness Makes CI/CD Organized with Clean Workflows and Easy Deployment Automation

**Rating:** 4.5/5.0 stars

**Reviewed by:** Harshul S. | Sr tech support, Enterprise (> 1000 emp.)

**Reviewed Date:** August 03, 2026

**What do you like best about Harness Platform?**

What I like best about the Harness Platform is how much it simplifies deployment and pipeline automation. The workflows feel clean, the UI is easy to follow, and it removes a lot of the manual steps that usually slow teams down. It’s reliable, and it makes CI/CD feel more organized.

**What do you dislike about Harness Platform?**

The main drawback is that some parts of the platform feel a bit complex when you’re trying to set up advanced pipelines. A few configurations aren’t immediately intuitive, and I sometimes need extra trial‑and‑error to get things working the way I want. The UI is good overall, but certain sections could be more streamlined.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness solves the problem of managing complex CI/CD pipelines without relying on a lot of manual scripting or scattered tools. It brings deployments, automation, and governance into one place, which makes it easier to keep workflows consistent. The benefit for me is smoother releases, fewer errors, and less time spent troubleshooting pipeline issues.

  ### 4. End-to-End DevOps Automation with Powerful, Flexible CI/CD Pipelines

**Rating:** 4.5/5.0 stars

**Reviewed by:** Ravindra N. | SDET - 2, Oil & Energy, Enterprise (> 1000 emp.)

**Reviewed Date:** July 25, 2026

**What do you like best about Harness Platform?**

What I like most about Harness Platform is its end-to-end automation for CI/CD, feature management, and cloud cost optimization. It brings multiple DevOps capabilities into a single platform, making it easier to build, test, deploy, and monitor applications without relying on several separate tools. Powerful CI/CD pipelines with flexible deployment strategies. Built-in support for canary, blue-green, and rolling deployments. Infrastructure as Code and GitOps integration for consistent deployments. Cloud cost management and resource optimization features. Comprehensive dashboards that provide visibility into pipeline execution and deployment health. For me, the most valuable feature is the automated deployment pipelines. They reduce manual intervention, improve deployment consistency, and make releases faster while minimizing the risk of deployment-related issues. The biggest benefit is increased delivery speed and reliability. Harness Platform streamlines the software delivery lifecycle, reduces operational overhead, and enables teams to release features with greater confidence.

**What do you dislike about Harness Platform?**

The biggest drawback is the learning curve during initial adoption. It takes time to understand the platform's capabilities and configure pipelines effectively, especially for teams transitioning from simpler CI/CD solutions. Initial setup and migration from existing CI/CD tools can take significant time and planning. Some advanced features are only available in higher-tier plans, which may be expensive for smaller teams.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness Platform solves the complexity of managing modern software delivery pipelines across multiple environments. Instead of relying on separate tools for building, testing, deploying, and monitoring applications, it brings these capabilities together in a unified platform with automation and governance built in. Automates CI/CD pipelines, reducing manual deployment effort. Improves deployment reliability with strategies like canary and blue-green releases. Provides better visibility into pipeline health, deployment status, and release metrics. Simplifies infrastructure and environment management through GitOps and Infrastructure as Code integrations. Helps optimize cloud resource usage and control infrastructure costs. In my workflow, Harness Platform reduces the time spent managing deployments and troubleshooting release issues. Automated pipelines and built-in deployment safeguards allow me to release updates more confidently while minimizing the risk of production failures. The biggest benefit is faster and more reliable software delivery. Harness Platform streamlines the release process, improves deployment consistency, and enables development teams to ship features more frequently with greater confidence.

  ### 5. Harness Boosts Developer Productivity with an All-in-One Delivery Ecosystem

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Oil & Energy | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 06, 2026

**What do you like best about Harness Platform?**

The best thing I liked about this Harness platform is that they are testing and security, feature management, and cloud cost management, which are well-suited for our developers' productivity, and it has been clubbed with a single ecosystem. It also helped our engineering teams to automate our releases faster while maintaining better governance and disability and we were able to control across the software delivery life cycle as well. Their system architecture was also properly designed and well defined, which was very helpful when pitching with our non-technical cross-functional team as well. Overall, this has improved our software development life cycle very effectively, and the performance of our software team has improved.

**What do you dislike about Harness Platform?**

This platform sometimes feels complex due to its initial setup because it has many modules on configuration options. Having dedicated onboarding support would be very helpful and teams may also need some time to understand their pipelines, permissions, integrations and other governance workflows before even getting full value from the platform. The 3rd-party integration is OK, but would have been made better.

**What problems is Harness Platform solving and how is that benefiting you?**

This platform helps us in solving the challenge of slow and manual, and inconsistent software delivery. This platform also helped us by automating and building the test and deployment for our security and cost optimisation process. Yes, it helped our team to release faster and reduce manual errors by improving compliance and increasing our developer productivity. So this has reduced our software development timeline and increased our effectiveness high.

  ### 6. Standardizes and Automates Complex Deployments with an Easy-to-Read Visual Pipeline

**Rating:** 4.0/5.0 stars

**Reviewed by:** Narayan Y. | Senior Quality Assurance Automation Engineer, Internet, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 06, 2026

**What do you like best about Harness Platform?**

Harness platform has ability to standardize and automate complex deployment workflows in one place. 

Visual pipeline interface makes releases easier to understand.

**What do you dislike about Harness Platform?**

Harness Platform feels some complex during initial setup, when configuring connectors, permissions and pipelines.

**What problems is Harness Platform solving and how is that benefiting you?**

Before Harness, our deployment involved multiple tools, manual approvals and hectic scripts.

Releases were slower.

  ### 7. Harness - World of automation

**Rating:** 4.5/5.0 stars

**Reviewed by:** Sunil A. | SRE Manager, Enterprise (> 1000 emp.)

**Reviewed Date:** October 10, 2025

**What do you like best about Harness Platform?**

Harness is straightforward to use and really speeds up getting work done. The built-in connectors are especially useful, making integrations smooth and hassle-free. It provides a broad set of features, covering CI/CD, security, observability, cost management, and more. On top of that, its ability to integrate with other tools makes it a comprehensive and adaptable platform for modern DevOps workflows.
Plus, its very easy to implement.

**What do you dislike about Harness Platform?**

Since it’s a relatively new tool in the market, some basic features are still missing. Additionally, the support system can occasionally be less responsive than expected.

**What problems is Harness Platform solving and how is that benefiting you?**

Previously, we were using multiple Jenkins servers for different teams, which made the setup complex and hard to manage. With the adoption of Harness, everything has become much more streamlined. The flexibility that Harness offers is truly impressive. Its powerful features have helped us significantly reduce code duplication and simplify our overall processes.

  ### 8. Helpful for Stable CI/CD with Helm, but Failed Builds Can Be Hard to Diagnose

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 06, 2026

**What do you like best about Harness Platform?**

It Is helpful to build stable CI/CD pipeline integrating them with Helm

**What do you dislike about Harness Platform?**

Sometimes it is hard to understand failed builds

**What problems is Harness Platform solving and how is that benefiting you?**

Streamline ci/cd deployments

  ### 9. Powerful but poor user experience

**Rating:** 2.0/5.0 stars

**Reviewed by:** Verified User in Leisure, Travel & Tourism | Enterprise (> 1000 emp.)

**Reviewed Date:** November 15, 2023

**What do you like best about Harness Platform?**

The best feature of harness is the ease at which it was integrated into the existing tools we use in our CI/CD pipeline which are a combination of standard/custom services. I use it a few times a week whenever I need to check and start deployments and it always works well.

The API seems to be quite useful as now my colleagues have been able to enbed deployment job links and statuses into our own tooling, so I can see the related depolyment and jump right to it to monitor the status/approve.

**What do you dislike about Harness Platform?**

My experience of Harness via the UI is very bad. The deployment graphs always extend off the side of the screen and and key parameters are hidden away in a very cluttered UI. It's also very slow to navigate. I was glad when we were able to build tools that use the API rather than the UI itself! I never tried the customer support but if the design of the UI is an indication of customer centricity I would be worried!

The latest version has the option to toggle the view to vertical, which is better, but speed of loading pages really makes it a drag when searching for and checking op on multiple deployments.

**What problems is Harness Platform solving and how is that benefiting you?**

My projects need to be deployed in several environments with verious steps and configurations, and I need ot monitor the state of each deploymehnt. Harness helps me keep track of and manage the process of releasing the software to production safely. It allows me to have an approval step to queue up the jobs and clear them before going to production which is very nice and keeps a record of deployment authroisations.

  ### 10. Best tool for cost optimization and Repository

**Rating:** 5.0/5.0 stars

**Reviewed by:** Satendra V. | Sr. Cloud Engineer , Automotive, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 16, 2025

**What do you like best about Harness Platform?**

The best feature of harness is the granular details of cloud resources which will help you while doing cost savings in cloud.

**What do you dislike about Harness Platform?**

It will not support multiple filters by account name or services type that is really a big lack.

**What problems is Harness Platform solving and how is that benefiting you?**

This is will provide you granular view of resources billing that is not possible from the cloud providers and automation in harness is few click away so no need to create code or any manual automation for resources.

  ### 11. It has been flexible enough to meet our needs

**Rating:** 4.5/5.0 stars

**Reviewed by:** Max P. | Customer Success, Computer Software, Mid-Market (51-1000 emp.)

**Reviewed Date:** February 12, 2025

**What do you like best about Harness Platform?**

To streamline deployments without compromising security, it is crucial for software development companies to have a platform that optimises integration and continuous delivery. Harness further reduces our deployment risk with automatic monitoring and rollback capabilities. The user interface is very easy to use; we have been able to halve deployment times from hours to minutes by configuring CI/CD pipelines in a matter of minutes. Unit, integration and performance tests can be seamlessly integrated into the pipeline thanks to test automation. Reports have been invaluable in communicating performance data to stakeholders and showing customers the value we offer.

**What do you dislike about Harness Platform?**

The multiple settings and adjustments may confuse some purchasers. Especially if you're new to these tools.

**What problems is Harness Platform solving and how is that benefiting you?**

As far as Harness is concerned, my strategy has been to facilitate efficient adoption of the platform by customers. While they may require my assistance during initial setup, many DevOps and development teams quickly recognize the benefits of automation. One of the most important things that has helped customers learn how to improve their operations is personalized training. Automated testing and deployment to various environments were part of the pipeline we established in Harness. Because of this, we were able to deploy the feature smoothly and get favorable feedback from users. We have also introduced proactive support that helps customers identify potential issues before they impact their deployments.

  ### 12. Versatile Platform with Room for Feature Maturity

**Rating:** 2.0/5.0 stars

**Reviewed by:** Verified User in Hospital & Health Care | Small-Business (50 or fewer emp.)

**Reviewed Date:** October 24, 2025

**What do you like best about Harness Platform?**

It feels like jack of all trades with good options for everything from ci/cd to chaos engineering

**What do you dislike about Harness Platform?**

some of the features are not matured enough.

**What problems is Harness Platform solving and how is that benefiting you?**

One single platform for cloud ops and platform engineering

  ### 13. Harness AI

**Rating:** 5.0/5.0 stars

**Reviewed by:** Manoselvaraj V. | Senior Vice President, Enterprise (> 1000 emp.)

**Reviewed Date:** September 17, 2024

**What do you like best about Harness Platform?**

AI Devops capabilities, Automate QA AI and saving developers time with JMeter support, k6

**What do you dislike about Harness Platform?**

Nothing any, I like all the capabilities for scaling and improving the reliability of the ci/cd platform

**What problems is Harness Platform solving and how is that benefiting you?**

Automation testing, security scans

  ### 14. Great experience

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.)

**Reviewed Date:** October 28, 2022

**What do you like best about Harness Platform?**

It is very flexible. We can easily have some splits in our products and use them to roll out new features step by step. In case of any issue, we can easily disable the feature and fix the issue.

**What do you dislike about Harness Platform?**

The product is excellent, there are no drawbacks. Maybe the UI is a bit complex, but that is because the product is compelling and offers many possibilities

**What problems is Harness Platform solving and how is that benefiting you?**

It offers the possibility of quickly rolling out a new feature by percentage, any id, etc.  We are confident that if something goes wrong, we can rollback in no time. It is easy to create a group of accounts that you want to enable or disable a new feauture too. It is also handy to enable/disable the accounts in test environments or even for Beta customers in production environments.

**Official Response from Alyssa Rogers:**

> Hi, thanks for leaving Split a review and letting us know you've been successful with quickly rolling out new features by percentage. It's good to know your team has confidence knowing they can roll back any feature if there's an issue. Thanks again for the review!

  ### 15. Harness is mindblowing

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sandeep T. | Enterprise (> 1000 emp.)

**Reviewed Date:** August 28, 2025

**What do you like best about Harness Platform?**

The way Harness can create a pipeline without writing code is mindblowing.

**What do you dislike about Harness Platform?**

Nothing really. Everything is good. Great product.

**What problems is Harness Platform solving and how is that benefiting you?**

SEI and CD

  ### 16. A smooth feature enablement tool that reviles the competition (and home grown solutions)

**Rating:** 5.0/5.0 stars

**Reviewed by:** Matthew C. | Senior Software Developer, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 18, 2024

**What do you like best about Harness Platform?**

* Amazing SDK support for many languages, super easy to integrate in new projects
* Audit trail (as long as your devs use it lol)
* Metrics/analytics (though I haven't made massive use of that)
* Dashboard to understand what state various splits are in
* Fast bootup/data retrievel on application boot
* Great support to allow for new splits based on different data
* Extremely simple to understand or show new devs how to launch their features

**What do you dislike about Harness Platform?**

* Our complex test/staging/prod environment setup means that some of the dashboards are harder to follow, a way to create a custom dashboard would be great
* When using the approval system changes get applied the moment all approvals are granted, which has caught my team unaware, we know it now though (we are use to merge request workflows where the person submitting a change controls when it's applied)

**What problems is Harness Platform solving and how is that benefiting you?**

Where I work we have a two weekly release cycle, being able to launch feature behind splits and switch over at opportune moments is crucial. We would often have to hand roll this kind of stuff into our own app/conf/DB...etc. in the past. Now it's just a few clicks over on split and a few lines of code here and there

  ### 17. Good platform for feature flag based experiments.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sanjay R. | Software Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** January 20, 2025

**What do you like best about Harness Platform?**

Best to target set of users.
Good to know there are a lot of attributes to decide targeting.
Easy to use and implement in the project.
Good use of integrating client side and server side SDK.
Good docs and support.

**What do you dislike about Harness Platform?**

API key handling for different SDKs can be improved.

**What problems is Harness Platform solving and how is that benefiting you?**

A/B testing and feature flag based experiments to drive business.

  ### 18. Easy to use and rollout changes safely

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** January 30, 2025

**What do you like best about Harness Platform?**

The ability to quickly and easily rollout changes incrementally by percent or customer subsets, and easily revert back if needed.  Auditing the split values with the Live Tail and Monitoring is also helpful.

**What do you dislike about Harness Platform?**

Nothing comes to mind in particular, it just does what I need it to do so far.

**What problems is Harness Platform solving and how is that benefiting you?**

Safe rollouts.  The ease of defining customer segments and enabling them for early adoption of a new feature, or doing a slow incremental percentage-based rollout so that it can be monitored and reverted quickly if any problems arise.

  ### 19. A flagship, and fully featured, feature flagging platform

**Rating:** 4.5/5.0 stars

**Reviewed by:** Bilyan B. | SVP, Head of Product, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** January 28, 2025

**What do you like best about Harness Platform?**

Well rounded, comprehensive set of functions, and relatively easy to learn and implement, once you go through the documentation and guides.

**What do you dislike about Harness Platform?**

Fewer integrations that are officially provided and supported that I'd expected, such as Salesforce.

**What problems is Harness Platform solving and how is that benefiting you?**

We utilize it for controlled roll-out of new functionality.

  ### 20. Happy to use the platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ravi B. | ComOut Global PARTNER, Enterprise (> 1000 emp.)

**Reviewed Date:** January 22, 2025

**What do you like best about Harness Platform?**

Enhance User Experience and Ease of Use of the platform.

**What do you dislike about Harness Platform?**

Nothing as of now, all features are useful.

**What problems is Harness Platform solving and how is that benefiting you?**

Pushing and deploying unfinished development work in production without any consequences.

  ### 21. Harness Provides

**Rating:** 4.0/5.0 stars

**Reviewed by:** Kyle B. | Senior Manager of Site Reliability, Enterprise (> 1000 emp.)

**Reviewed Date:** September 10, 2024

**What do you like best about Harness Platform?**

The modularity of all the building blocks and the reduction of the number of unique tools developers need to use (and learn) to perform their duties.

**What do you dislike about Harness Platform?**

The documenation can be difficult to wade through at times, especially as the platform continually matures and grows.

**What problems is Harness Platform solving and how is that benefiting you?**

Tool consolation and software delivery consolidation.

  ### 22. Overall solid for the price but lacking quite a bit

**Rating:** 2.5/5.0 stars

**Reviewed by:** David X. | Software Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** May 25, 2024

**What do you like best about Harness Platform?**

It does offer an SDK and feature flags. 

Setup is semi simple

Has a js sdk

**What do you dislike about Harness Platform?**

No typescript SDK

No seperate packages for client and server side SDKs

Occasional failures on the client to fetch feature flags

Ability to split traffic is behind what we had with something like LaunchDarkly. Like their distribute treatments feature isn't like a traffic split at all, and I'm not sure what their traffic split feature actually is.

UI makes it terrible to copy and paste different flags we need to use

**What problems is Harness Platform solving and how is that benefiting you?**

Feature Flags

  ### 23. Experimentation with peace of mind

**Rating:** 5.0/5.0 stars

**Reviewed by:** Raphael N. | Enterprise (> 1000 emp.)

**Reviewed Date:** March 01, 2024

**What do you like best about Harness Platform?**

Using split io helped me and my team to easily experiment new features in productions. The interface is pretty clear and the product is very stable. I haven't experienced any bigger problems when using it.

**What do you dislike about Harness Platform?**

Some experiments has time to expire, it would be nice to set some kind of reminders in split io to remember users to remove the feature flag

**What problems is Harness Platform solving and how is that benefiting you?**

There are some feature in which we are not sure if it is the right fit for the users, for that we use split io in ab testing.
Also sometimes we are working in very complex features in which we are not 100% secure about the side effect, for that we use split io for internal release and then to external users

  ### 24. Harness - the most comprehensive software delivery platform

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Education Management | Mid-Market (51-1000 emp.)

**Reviewed Date:** September 05, 2024

**What do you like best about Harness Platform?**

Amazing workflow UI that also translates easily to pipeline as code, allowing "DevOps for DevOps."  Other components in the multi-product suite integrate well.  It is an excellent enabler for engineering teams looks to increase developer self-service capabilities.

**What do you dislike about Harness Platform?**

Nothing major stands out.  Am excited to see the newer AI capabilities.

**What problems is Harness Platform solving and how is that benefiting you?**

Makes it easy to adopt industry standard CD and overall software delivery practices for all of our technology teams.

  ### 25. Best solution for devops around

**Rating:** 5.0/5.0 stars

**Reviewed by:** Kevin S. | Software Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 19, 2024

**What do you like best about Harness Platform?**

Everything can be done within one platform and the AI assistance built thruought the app enables easier adaption

**What do you dislike about Harness Platform?**

The learning curve for all the services offered can be a bit much but once you have an understanding of it it's a great tool

**What problems is Harness Platform solving and how is that benefiting you?**

Helping integrate everything in a single platform to make developer work easier to deploy with a single platform

  ### 26. Top Tier Feature Flagging

**Rating:** 5.0/5.0 stars

**Reviewed by:** David C. | Sr Director of Engineering, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 14, 2024

**What do you like best about Harness Platform?**

Coming from Optimizely, Split has been a breath of fresh air.  The configuration, management of flags and visibility is amazing.

**What do you dislike about Harness Platform?**

There is little to dislike, the hardest part of any feature flagging system is keeping it organized and usable as you iterate.  It's not a split issue, but a feature flagging.

**What problems is Harness Platform solving and how is that benefiting you?**

We wanted to separate our releases and deploys.  Giving the product team autonomy to manage EAs and feature rollout.

  ### 27. Harness - CD Enabler

**Rating:** 5.0/5.0 stars

**Reviewed by:** Viren  K. | Sr. Vice President, Enterprise (> 1000 emp.)

**Reviewed Date:** September 18, 2024

**What do you like best about Harness Platform?**

A modern toolset enabling development teams to deploy code more quickly, consistently and securely. This is key eneabler for delivery pipeline and bring in the efficiencies of the automations

**What do you dislike about Harness Platform?**

Nothing at the moment, our partners at Harenss are working towards features requests from our enterprise.

**What problems is Harness Platform solving and how is that benefiting you?**

Integration with our pipelines and enabling the efficiencies of automation

  ### 28. It’s the right solution for velocity hands down

**Rating:** 5.0/5.0 stars

**Reviewed by:** Isaac C. | Distinguished Product Engineer - Consumer Wearables, Enterprise (> 1000 emp.)

**Reviewed Date:** September 12, 2024

**What do you like best about Harness Platform?**

The fact that this can improve my delivery pipeline and automations. This alone is worth it.

Nothing comes close with the amount of integrations.

**What do you dislike about Harness Platform?**

Only how long my negotiations are taking but that's just the reality. Or the fact I did not know about harness soon enough

**What problems is Harness Platform solving and how is that benefiting you?**

Orchestration of  security scans & mobile app governance

  ### 29. Intro to Harness!

**Rating:** 4.5/5.0 stars

**Reviewed by:** Atta B. | Sr. Engineering Manager, Security Engineering | Platform Engineering, Enterprise (> 1000 emp.)

**Reviewed Date:** September 12, 2024

**What do you like best about Harness Platform?**

I got a chance to attend Harness event and found it very developer friendly when it come to automation and leveraging power of AI.

**What do you dislike about Harness Platform?**

I've not gotten a chance to work with harness directly before calling something out at the moment!

**What problems is Harness Platform solving and how is that benefiting you?**

Looking forward to see how it can benifit my team with automating test cases

  ### 30. Easy to use and very powerful

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** June 07, 2024

**What do you like best about Harness Platform?**

We used Split to create features that we're beta testing with our users. It exceeded our expectations. It was simple to pause the feature when we experienced a performance decline in th esystem. It was equally simpleto restore the feature once the bugs were fixed and bet atesting coudl continue. Split has become an invaluable tool in our deployent process.

**What do you dislike about Harness Platform?**

There is a leraning curve, but I would expect that from a platform with so many tools and features.

**What problems is Harness Platform solving and how is that benefiting you?**

Deliver features to beta test volunteers and control how feautres are delivered. Improve the quality of our delivery of value to the user.

  ### 31. Awesome tool, keeps releases easy and allows for controlled rollout

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sophie G. | Enterprise (> 1000 emp.)

**Reviewed Date:** March 21, 2024

**What do you like best about Harness Platform?**

As a product manager, I have my teams build almost everything using feature toggles with Split.io. This gives me quick and easy control over user/account access and feature rollouts. It also makes testing much easier, and is very user-friendly.

**What do you dislike about Harness Platform?**

Nothing. We love it! I disike that I have to meet a character limit here.

**What problems is Harness Platform solving and how is that benefiting you?**

1. Flexibility in the control and timing of releases. 
2. Gives us an easy way to roll out features to smaller groups at a time, by % of users, geo location, or others.  
3. Allows us to test multiple solutions at once, and easily make changes.

  ### 32. Extremely effective A/B testing + feature rollout management software

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Consumer Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 09, 2024

**What do you like best about Harness Platform?**

Extremely straightforward UI. The Split team has done a great job of keeping the feature set narrow + lean, focusing on the core requirements of feature management + experimentation teams. There's no extra bells and whistles that don't need to be there; every single feature is deliberately added.

The SDK integration is straightforward and thoughtful, and the team is very easily accessible any time that issues arise.

**What do you dislike about Harness Platform?**

There's less control than I would like in terms of the data that Split passes to third party software that we use for analytics. Would be nice if we had more granular control of the data Split sends.

**What problems is Harness Platform solving and how is that benefiting you?**

We use Split to manage all A/B testing in our product, and we use it to gate access to experimental features to ensure that we're able to catch any bugs before our entire user base encounters them.

  ### 33. A great CICD platform which covers all your SDLC needs

**Rating:** 5.0/5.0 stars

**Reviewed by:** Abhijeet F. | Enterprise (> 1000 emp.)

**Reviewed Date:** September 05, 2024

**What do you like best about Harness Platform?**

I like Harness Modules like CD, FEature Flag and Chaos Engineering. It is having more inbuilt feature or plugin to integrate or work with many DevOps tools

**What do you dislike about Harness Platform?**

Documentation part. It has many scope to improve

**What problems is Harness Platform solving and how is that benefiting you?**

It is providing a single deployment platform to deploy application across the infra ( on -prem and clouds)

  ### 34. Implementing harness in mexican companies has been such a grate journey

**Rating:** 5.0/5.0 stars

**Reviewed by:** José Ramon V. | Engineering director, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 17, 2024

**What do you like best about Harness Platform?**

The easy to work on int and the comfort of working on the visual interface.

**What do you dislike about Harness Platform?**

Still in Mexico is difficult to bring up companies to be ready to adopt DevOps and some times harness is lagging to help companies to star the DevOps adoption.

**What problems is Harness Platform solving and how is that benefiting you?**

100% automation.

  ### 35. Harness developer experience

**Rating:** 4.5/5.0 stars

**Reviewed by:** PANKAJ G. | Technology Lead, Enterprise (> 1000 emp.)

**Reviewed Date:** September 12, 2024

**What do you like best about Harness Platform?**

Interactive UI, lots of features, pipeline options such as blue green, rolling deploy, basic deploy, custom pipelines. Ease of Use. Ease of Integration

**What do you dislike about Harness Platform?**

Developers wanted to have the artifact registry but that is already created by harness as shown in the today's demo

**What problems is Harness Platform solving and how is that benefiting you?**

Developer Continous delivery experience

  ### 36. An outside perspectiv

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Business Supplies and Equipment | Mid-Market (51-1000 emp.)

**Reviewed Date:** September 10, 2024

**What do you like best about Harness Platform?**

I currently don't use the platform but attended a conference where I saw the platform demoed

I like the modularity and the integration of AI throughout the product. It offers a wide availability of tools that help streamline software delivery

**What do you dislike about Harness Platform?**

Even though the product is marketed as modular. It was clear from the demo that to get the most out of it you need to adopt all the modules

**What problems is Harness Platform solving and how is that benefiting you?**

Harness seems to solve the problem of tracking software build and releases throughout the environments

  ### 37. Harness makes DevSecOps life easy

**Rating:** 5.0/5.0 stars

**Reviewed by:** Hardikkumar G. | Technology Architect, Computer Hardware, Enterprise (> 1000 emp.)

**Reviewed Date:** September 05, 2024

**What do you like best about Harness Platform?**

Platform which build keeping DevSecOps in center of mind and to make their life better and better.
Right amount of AI infusion in the product makes it awesome.

**What do you dislike about Harness Platform?**

None. All looks awesome and its getting bigger and better.

**What problems is Harness Platform solving and how is that benefiting you?**

Multi tenant and multi cloud based deployment

  ### 38. So far impressed

**Rating:** 4.5/5.0 stars

**Reviewed by:** Floyd G. | DevOps lead, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 17, 2024

**What do you like best about Harness Platform?**

The way they are attacking the biggest issue in the DevOps space with is a centralized ecosystem complimenting each other

**What do you dislike about Harness Platform?**

Nothing at the moment more time will tell!

**What problems is Harness Platform solving and how is that benefiting you?**

It's solving for transparency with build and deploys

  ### 39. Innovation solution

**Rating:** 5.0/5.0 stars

**Reviewed by:** Purna Siva Prakash C. | Technology Lead, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 12, 2024

**What do you like best about Harness Platform?**

Most interactive UI with most AI features that allow the work more easier

**What do you dislike about Harness Platform?**

Not a open source at this point of time with all modules

**What problems is Harness Platform solving and how is that benefiting you?**

Delivery of my code faster

  ### 40. CCM

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Airlines/Aviation | Enterprise (> 1000 emp.)

**Reviewed Date:** September 10, 2024

**What do you like best about Harness Platform?**

A lot of helpful features, thoughtful deploying process

**What do you dislike about Harness Platform?**

Accesses needed all the time for diferent fitures and projects

**What problems is Harness Platform solving and how is that benefiting you?**

CCM feature helps to understand how to refuse the cloud cost

  ### 41. Phenomenal experience attending the Harness 2024 event

**Rating:** 5.0/5.0 stars

**Reviewed by:** Paras S. | Lead Software Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** September 12, 2024

**What do you like best about Harness Platform?**

The innovations product team is bringing which are simply revolutionary

**What do you dislike about Harness Platform?**

There wasn't anything really to talk about

**What problems is Harness Platform solving and how is that benefiting you?**

Shipping code to Prod in a faster and efficient way

  ### 42. Split is an essential tool in our stack

**Rating:** 5.0/5.0 stars

**Reviewed by:** Lior H. | Small-Business (50 or fewer emp.)

**Reviewed Date:** March 04, 2024

**What do you like best about Harness Platform?**

Split is a tool that we rely on heavily when releasing new features. 
We like how quickly changes show up on the client side and how easy it is to use, making it accessible to non-technical people as well. Additionally, we are satisfied with the affordable pricing plan. 
Audit logs provide valuable information to help determine who made changes to the configuration and when those changes were made.
Overall, we use only basic features in Split, but it works perfectly for us. We don't use AB testing or metrics.

**What do you dislike about Harness Platform?**

Having more metadata or schema in the rules could prevent configuration errors due to typos

**What problems is Harness Platform solving and how is that benefiting you?**

Our use case for Split is how to gradually release features to users based on specific rules

  ### 43. Unscripted

**Rating:** 4.5/5.0 stars

**Reviewed by:** Chaitanya G. | Enterprise (> 1000 emp.)

**Reviewed Date:** September 05, 2024

**What do you like best about Harness Platform?**

User interface, automation, devops modernization

**What do you dislike about Harness Platform?**

It is very expensive. May be if we get some discount that may help

**What problems is Harness Platform solving and how is that benefiting you?**

Automating the entire PLF process by providing readily available templates

  ### 44. 10

**Rating:** 4.0/5.0 stars

**Reviewed by:** Nisha G. | Vice president, Enterprise (> 1000 emp.)

**Reviewed Date:** September 17, 2024

**What do you like best about Harness Platform?**

AI testing automation,  devops automation

**What do you dislike about Harness Platform?**

Loved everything,  really liked the vision. Have to see how practically it works when we integrate

**What problems is Harness Platform solving and how is that benefiting you?**

Automation

  ### 45. Great product packaged with multiple components

**Rating:** 5.0/5.0 stars

**Reviewed by:** Rahul D. | Platform Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 10, 2024

**What do you like best about Harness Platform?**

Modular interfaces to get started as plug and play model

**What do you dislike about Harness Platform?**

With modular comes challenges maybe managing all the components

**What problems is Harness Platform solving and how is that benefiting you?**

Modular products packaged into one solution

  ### 46. Works with Harness a few years for CICD automation

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ivan K. | Senior DevOps Engineer - Platform team, Enterprise (> 1000 emp.)

**Reviewed Date:** September 05, 2024

**What do you like best about Harness Platform?**

Organize elements of platform, pipeline as a code

**What do you dislike about Harness Platform?**

Harness has some UI bugs, not easy to start, complicated integration with code repo

**What problems is Harness Platform solving and how is that benefiting you?**

Automate infra deployment with Terraform

  ### 47. It was knowledgeable.

**Rating:** 4.0/5.0 stars

**Reviewed by:** Amit K. | DevOps Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** September 17, 2024

**What do you like best about Harness Platform?**

Seamless integration and velocity with AI.

**What do you dislike about Harness Platform?**

There is nothing I find which I don't like about Harness.

**What problems is Harness Platform solving and how is that benefiting you?**

Continous Integration and Delivery

  ### 48. Nice experience

**Rating:** 4.0/5.0 stars

**Reviewed by:** Nabarun  R. | Senior Manager, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 10, 2024

**What do you like best about Harness Platform?**

The pipelines can be stored in git repository
The cost management integration

**What do you dislike about Harness Platform?**

distinguishing between ci and cd development types

**What problems is Harness Platform solving and how is that benefiting you?**

Ci / cd tool

  ### 49. Very Informative

**Rating:** 3.5/5.0 stars

**Reviewed by:** Rahul G. | Tech Manager, Enterprise (> 1000 emp.)

**Reviewed Date:** September 17, 2024

**What do you like best about Harness Platform?**

One stop shop for CI/CD solutions. Customizable solutions.

**What do you dislike about Harness Platform?**

CI being very new in the market from 2021.

**What problems is Harness Platform solving and how is that benefiting you?**

Still evaluating.

  ### 50. Great innovation

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.)

**Reviewed Date:** September 19, 2024

**What do you like best about Harness Platform?**

The ease of one application. As a developer, I always am looking for a way to streamline my work

**What do you dislike about Harness Platform?**

There is so many capabilities, it will take some time to learn everything that it can offer

**What problems is Harness Platform solving and how is that benefiting you?**

It is streamlining my work


## Harness Platform Discussions
  - [Is Split IO free?](https://www.g2.com/discussions/is-split-io-free) - 1 comment, 1 upvote
  - [What is Harness Continuous Delivery used for?](https://www.g2.com/discussions/what-is-harness-continuous-delivery-used-for) - 1 comment
  - [What is the difference between harness and Jenkins?](https://www.g2.com/discussions/what-is-the-difference-between-harness-and-jenkins) - 1 comment
  - [What is streaming Split IO?](https://www.g2.com/discussions/what-is-streaming-split-io) - 1 comment
  - [Is drone IO open source?](https://www.g2.com/discussions/is-drone-io-open-source) - 1 comment

- [View Harness Platform pricing details and edition comparison](https://www.g2.com/products/harness-platform/reviews?qs=pros-and-cons&section=pricing&secure%5Bexpires_at%5D=2026-08-06+13%3A13%3A21+-0500&secure%5Bsession_id%5D=63f8b1a3-add5-4436-8b72-b0f20b98500e&secure%5Btoken%5D=34106fcde506d2eecdf9295274fb5a286aa9b2708fdf268ce13ac99e9c5fecb1&format=llm_user)
## Harness Platform Integrations
  - [AWS Cost and Usage Report](https://www.g2.com/products/aws-cost-and-usage-report/reviews)

## Harness Platform Features
**Additional Functionality**
- Tagging
- Natural Language Processing
- Data Extraction
- Multi-Language
- Predictive Analytics
- Drag & Drop
- Speech Recognition
- Reporting/Analytics
- Data Storage Management
- Virtual Personal Assistant (VPA)
- AI Copilot
- Customer Segmentation
- Collaboration Tools
- Data Import/Export
- Generative AI
- For eCommerce
- Role-Based Permissions
- Customizable Branding
- Search/Filter
- Monitoring
- Document Management
- API
- Data Visualization
- Trend Analysis
- Machine Learning
- Access Controls/Permissions
- Alerts/Escalation
- Performance Metrics
- Real-Time Data
- Third-Party Integrations
- Mobile App
- Multiple Data Sources
- For Sales Teams/Organizations
- Sentiment Analysis
- Activity Dashboard
- Chatbot
- Workflow Automation

**Additional Functionality**
- Widgets
- Impact Management
- Customizable Forms
- Self Service Portal
- License Management
- Scheduled/Automated Reports
- Task Management
- Request Assignment
- Help Desk Management
- Surveys & Feedback
- SSL Security
- IT Asset Tracking
- Knowledge Base Management
- Compliance Management
- Support Ticket Management
- Single Sign On
- Data Mapping
- Client Portal
- Service Level Agreement (SLA) Management
- Activity Dashboard
- Incident Management
- Alerts/Escalation
- Prioritization
- Generative AI
- Performance Monitoring
- Email Management
- Active Directory Integration
- Third-Party Integrations
- Alerts/Notifications
- Collaboration Tools
- Reporting & Statistics
- Asset Lifecycle Management
- Inventory Management
- Data Import/Export
- Access Controls/Permissions
- Drag & Drop
- Activity Tracking
- AI Copilot
- Workflow Management
- Configuration Management
- Problem Management
- Configurable Workflow
- IT Asset Management
- API
- Data Visualization
- Change Management
- Device Auto Discovery
- Customizable Reports
- Contract/License Management
- Relationship Mapping
- Customizable Fields
- Support Ticket Tracking
- Vulnerability Scanning
- Data Aggregation and Publishing
- Cost Tracking
- Template Management
- Lifecycle Management
- Historical Reporting
- Monitoring
- Configuration Automation
- Customizable Templates
- Search/Filter
- File Management
- Status Tracking
- Patch Management
- Document Management
- Real-Time Reporting
- Real-Time Monitoring
- Version Control
- Task Progress Tracking
- IT Cost Management
- Archiving & Retention
- Scheduling
- Reporting/Analytics
- User Management
- Policy Management
- Real-Time Analytics
- Role-Based Permissions
- Rules-Based Workflow
- Audit Trail
- Business Process Automation
- Sarbanes-Oxley Compliance
- Task Scheduling

**Additional Functionality**
- Code Generation
- Text to Image
- Generative AI
- API
- Natural Language Processing
- Virtual Characters and Avatars
- Content Generation
- Personalization and Recommendation
- Conditional Generation
- Transformer Model
- Automated Image & Video Editing
- Interactive and Co-Creative Systems
- Text Summarization
- Data Augmentation
- Variation Autoencoder Models
- Adversarial Training
- Transfer Learning and Fine-tuning
- Simulation and Scenario Generation
- Creative Design
- AI Copilot
- Prompt Engineering
- Foundation Model

**Operations**
- Scheduling
- Automation
- Multi-Cloud Management
- Usage Monitoring

**Administration**
- API / Integrations
- Extensibility

**Analysis**
- Logging and Reporting
- Issue Tracking
- Security Monitoring

**Administration **
- Administration Console
- Task Management
- Dashboards and Visualizations
- Access Control

**Performance**
- Issue Tracking
- Detection Rate
- False Positives
- Automated Scans
- Anomaly/Malware Detection

**Functionality**
- Deployment-Ready Staging
- Integration
- Extensible

**Functionality**
- Repository Integration
- Analytics and Trends
- Productivity Updates

**Functionality**
- Package Management
- Integration
- Code Analysis
- Vulnerability Checks
- Static Analysis
- Project Management
- Repository Management
- Issue Management
- Workflow Management
- Assignment Management
- Change Management
- Testing/QA Management
- Application Management

**Monitoring**
- Constant Monitoring
- Timely Alerts
- TIcket Accuracy
- AI Monitoring

**API Management **
- API Discovery
- API Monitoring
- Reporting
- Change Management

**Management**
- Flag Management
- Rollout & Rollback Control
- Monitoring

**Management**
- Configuration Management
- Access Control
- Orchestration
- Portfolio Management
- Workflow Management
- Timeline Management
- Testing Management
- Change Management
- Issue Management
- Compliance Management
- Policy Management
- User Management
- Application Management
- Task Management
- Project Management
- Release Management
- Audit Management

**Functionality**
- Integrations
- Extensibility
- Test Customization

**Computing**
- WYSIWYG
- AI/Machine Learning
- Little to No Coding
- Generative AI

**Functionality**
- Automation
- Change validation
- Version control

**Functionality **
- Test Feedback
- Test History
- Customization
- Test Variety

**Security**
- Tampering
- Malicious Code
- Verification
- Security Risks

**Simplification - Internal Developer Platform**
- Self-Service
- Utilization
- Streamlining

**Functionality - AI Coding Assistants**
- Contextual Relevance
- Code Optimization

**Agentic AI - Software Testing**
- Autonomous Task Execution
- Natural Language Interaction
- Proactive Assistance

**AI Test Generation & Authoring**
- UI-Based Test Generation
- Natural Language Test Creation
- Test Coverage Suggestions

**Reliability Objectives & Service Operations - AI SRE Tools**
- Intelligent On-Call Workflows
- Error Budget Tracking
- SLI & SLO Management
- Service Health Modeling & Reporting

**Bot Detection & Classification - Bot Detection and Mitigation**
- Bot Traffic Analytics
- Good Bot Identification
- Malicious Bot Detection

**Cloud Visibility**
- Data Discovery
- Cloud Registry
- Cloud Gap Analytics

**Cost Optimization**
- Spend Forecasting and Optimization 
- Recommendations  
- Spend Tracking 

**Analysis**
- Reporting and Analytics
- Issue Tracking
- Static Code Analysis
- Vulnerability Scan
- Code Analysis

**Controls**
- Application-Layer Controls 
- Traffic Controls
- Network Controls

**Automation**
- Test Automation
- Release Automation
- Automated Provisioning

**Network**
- Compliance Testing
- Perimeter Scanning
- Configuration Monitoring
- Vulnerability Scanning
- Source-Code Scanning
- Web Scanning

**Management**
- Processes and Workflow
- Reporting
- Automation

**Management**
- Historical Data Consolidation
- Data Context
- Testing Integration

**Management**
- Package Access Control
- Package Tracking
- Automation
- Rollback
- Version Control
- Task Progress Tracking
- Issue Tracking
- Activity Tracking
- Bug Tracking

**Management Tools**
- Ticket Assignment
- Standardization
- Lifecycle Visualization

**Value Analysis**
- Metric Relevance
- Insight
- Impact Predictions
- Report Generation

**Security Testing**
- Compliance Monitoring
- API Verification
- API Testing

**Functionality**
- Multi-Environment Control
- Feature Testing
- Low-Code Interface

**Functionality**
- Automation
- Integrations
- Extensibility
- Continuous Integration
- Third-Party Integrations

**Management**
- Automation
- Processes and Workflow
- Reporting

**Experimental Design**
- Multivariate testing capacities
- Concurrent Testing
- Mobile Testing
- AI Assisted Testing
- AI Generated Variations
- Multivariate Testing

**Management**
- Visibility
- Rollbacks
- Post-deployment validation

**Automation**
- Organization
- Reliability
- Thoroughness

**Tracking**
- Bill of Materials
- Audit Trails
- Monitoring

**Automation - Internal Developer Platform**
- Integration
- Infrastructure

**Usability - AI Coding Assistants**
- Collaboration
- Integration
- Speed
- Interface

**Test Maintenance & Resilience **
- Self-healing
- Dynamic Element Locators
- AI-Powered Test Maintenance

**AI Detection & Signal Quality - AI SRE Tools**
- Cross-Telemetry Correlation
- Change-Aware Detection
- Adaptive Anomaly Detection
- Alert Correlation & Noise Reduction

**Protection & Mitigation - Bot Detection and Mitigation**
- Automated Bot Mitigation
- API Abuse Protection
- Account Takeover Protection

**Additional Functionality**
- Code Review
- Access Controls/Permissions
- Audit Trail
- Rules-Based Workflow
- API
- Visual Analytics
- Two-Factor Authentication
- Bug/Issue Capture
- Custom Development
- Backup and Recovery
- Multiple Programming Languages Supported
- Security Testing
- Authentication
- Alerts/Notifications
- Collaborative Development
- Generative AI
- Performance Monitoring
- Search/Filter
- Content Library
- Encryption
- Vulnerability Scanning
- Wiki
- Reporting/Analytics
- AI Copilot

**Security**
- Data Security
- Data loss Prevention
- Security Auditing
- Real-Time Data
- Cloud Application Security
- SSL Security

**Administration**
- Reporting
- Dashboards and Visualizations 
- Compliance

**Testing**
- Manual Testing
- Test Automation
- Compliance Testing
- Black-Box Scanning
- Detection Rate
- False Positives

**Functionality**
- API / Integrations
- Extensibility
- Bot Traffic

**IT Management**
- Workflow Management
- Infrastructure Management
- IT Discovery

**Application**
- Static Code Analysis
- Black Box Testing
- Risk Analysis

**Value Management**
- Planning Tools
- Communication Tools
- Control

**Security Management**
- Security and Policy Enforcement
- Anomoly Detection
- Bot Detection

**Processes**
- Pipeline Control
- Workflow Visualization
- Continuous Deployment
- Prioritization
- Version Control
- Rules-Based Workflow
- Approval Workflow
- Configurable Workflow

**Analytics**
- Reporting and Analytics
- Heatmaps
- Visual Analytics

**Generative AI**
- AI Text Generation
- AI Text Summarization
- Generative AI

**Agentic AI - Automation Testing**
- Autonomous Task Execution
- Natural Language Interaction
- Proactive Assistance
- Supports Parallel Execution

**Agentic AI - Continuous Integration**
- Autonomous Task Execution
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction

**Agentic AI - Continuous Delivery**
- Autonomous Task Execution
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction

**Execution & Analytics**
- Intelligent Reporting
- Visual Anomaly Detection
- Root Cause Analysis

**Investigation & Root Cause Analysis - AI SRE Tools**
- Guided Incident Investigation
- Live Debugging in Production
- AI Root Cause Analysis
- Runtime-Verified Root Cause Analysis

**AI-Powered Detection & Intelligence - Bot Detection and Mitigation**
- AI-Powered Bot Detection
- AI Agent & LLM Traffic Management
- Adaptive AI Threat Response

**Additional Functionality**
- Assessment Management
- Reporting & Statistics
- Security Testing
- Parameterized Testing
- Data Visualization
- Data Import/Export
- AI Copilot
- API
- Unicode Compliance
- Monitoring
- Performance Management
- Real-Time Reporting
- Issue Tracking
- Performance Testing
- Bug Tracking
- Compliance Management
- Move & Copy
- Requirements Management
- Hierarchical View
- User Management
- Software Testing Management
- Model-Based Testing
- Activity Dashboard
- Issue Management
- Quality Assurance
- Version Control
- Activity Tracking
- Data Extraction
- Static Analysis
- Requirements-Based Testing
- Real-Time Monitoring
- Customizable Reports
- A/B Testing
- Alerts/Notifications
- Action-Word Testing
- Test Script Reviews
- Data Storage Management
- Workflow Management
- Generative AI
- Collaboration Tools
- Drag & Drop

**Additional Functionality**
- Single Sign On
- Search/Filter
- Real-Time Reporting
- Data Import/Export
- Reporting/Analytics
- AI Copilot
- Commenting/Notes
- Data Extraction
- SSL Security
- Performance Metrics
- Status Tracking
- Real-Time Monitoring
- Troubleshooting Reports
- API
- Issue Tracking
- Projections
- Real-Time Data
- Event Logs
- Collaboration Tools
- Generative AI
- Role-Based Permissions
- Monitoring
- Activity Dashboard
- Authentication
- KPI Monitoring
- Activity Tracking
- Real-Time Notifications
- Dashboard

**Additional Functionality**
- Alerts/Notifications
- Surveys & Feedback
- Mobile Access
- Customizable Templates
- Workflow Management
- Customizable Reports
- Visual Editor
- Conversion Rate Optimization
- Access Controls/Permissions
- Campaign Segmentation
- Widgets
- Activity Dashboard
- Funnel Analysis
- Drag & Drop
- API
- Content Management
- Behavior Tracking
- Landing Pages/Web Forms
- Engagement Tracking
- Geotargeting
- AI Copilot
- Monitoring
- Conversion Tracking
- Customizable Branding
- Real-Time Data
- Assessment Management
- Search/Filter
- Data Visualization
- Statistical Analysis

**Additional Functionality**
- Web Traffic Monitoring
- Anomaly/Malware Detection
- Fraud Detection
- Event Logs
- Bot Mitigation
- Vulnerability Scanning
- Real-time Alerts
- Threat Intelligence
- Bot Detection
- Dashboard
- AI/Machine Learning
- Generative AI
- AI Copilot
- Behavioral Analytics

**Additional Functionality**
- Continuous Deployment
- Source-Code Scanning
- Continuous Delivery
- Prioritization
- Generative AI
- Compliance Management
- Data Import/Export
- Access Controls/Permissions
- Bug Tracking
- Reporting/Analytics
- For Developers
- Issue Management
- Repository Management
- Workflow Management
- Monitoring
- Pipeline Management
- Application Management
- API
- AI Copilot
- Configuration Management
- Data Storage Management
- Multi-User Collaboration
- Project Management
- Version Control
- Activity Dashboard
- Data Synchronization
- Lifecycle Management
- Change Management
- Status Tracking
- Authentication
- Alerts/Notifications
- Automated Testing
- Debugging
- Approval Process Control
- Build Log
- Quality Assurance

**Identity**
- SSO
- Governance
- User Analytics
- Real-Time Analytics
- Visual Analytics
- Reporting/Analytics

**Generative AI**
- AI Text Summarization

**Agentic AI - A/B Testing**
- Autonomous Task Execution
- Cross-system Integration
- Adaptive Learning
- Audience Targeting
- Third-Party Integrations

**Agentic AI - Vulnerability Scanner**
- Autonomous Task Execution
- Proactive Assistance

**Agentic AI - Cloud Cost Management**
- Autonomous Task Execution
- Proactive Assistance
- Decision Making

**Agentic AI - Incident Management**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making
- Third-Party Integrations
- Multi-Language

**Automation & Platform Controls - AI SRE Tools**
- Automated Runbook & Workflow Execution
- Human-in-the-Loop Remediation
- Integration, APIs & Secure Access Controls
- AI-Assisted Code Fix Generation

**Additional Functionality**
- Alerts/Notifications
- AI Copilot
- Access Controls/Permissions
- Endpoint Management
- Intrusion Detection System
- Compliance Management
- HIPAA Compliant
- Search/Filter
- API
- Two-Factor Authentication
- Data Visualization
- Risk Assessment
- Real-Time Monitoring
- Event Logs
- Activity Dashboard
- Audit Management
- Cloud Security Policy Management
- Vulnerability Protection
- Anti Virus
- Incident Management
- Threat Intelligence
- Real-Time Reporting
- Reporting & Statistics
- User Management
- Encryption
- Vulnerability Scanning
- Generative AI
- Status Tracking
- Third-Party Integrations
- Real-Time Notifications
- Patch Management
- Monitoring
- Cloud Encryption

**Additional Functionality**
- SSL Security
- HIPAA Compliant
- API
- Threat Response
- Endpoint Protection
- Maintenance Scheduling
- Third-Party Integrations
- Security Auditing
- Application Security
- Encryption
- Network Security
- Real-Time Reporting
- AI Copilot
- Reporting/Analytics
- Authentication
- Financial Data Protection
- Anti Virus
- Secure Data Storage
- Virus Definition Update
- Activity Dashboard
- VPN
- Audit Trail
- Anti Spam
- Access Controls/Permissions
- Data Visualization
- Alerts/Escalation
- Data Security
- Runtime Container Security
- Asset Discovery
- Threat Intelligence
- Vulnerability Protection
- Alerts/Notifications
- Vulnerability/Threat Prioritization
- Generative AI
- SQL Injections
- Real-Time Analytics
- Threat Protection
- Web-Application Security
- Password Protection
- Website Crawling
- Vulnerability Assessment

**Additional Functionality**
- Alerts/Notifications
- Forms Management
- Safety Incident Management
- Compliance Management
- OSHA Compliance
- Task Management
- Single Sign On
- AI Copilot
- Disaster Recovery
- Document Management
- API
- Multi-Channel Communication
- Customizable Templates
- Real-Time Reporting
- Corrective and Preventive Actions (CAPA)
- Activity Dashboard
- Issue Management
- Communications Management
- Audit Trail
- IT Incident Management
- Audit Management
- Event Logs
- Risk Analysis
- Workflow Management
- Risk Assessment
- Incident Reporting
- Self Service Portal
- Customizable Reports
- Ticket Management
- Service Level Agreement (SLA) Management
- Reminders
- On Call Scheduling
- Investigation Management
- Maintenance Scheduling
- Status Tracking

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