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Glean Platform vs JFrog Artifactory comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

Glean Platform
Ranking in AI Software Development
10th
Average Rating
8.6
Number of Reviews
12
Ranking in other categories
Indexing and Search (2nd), Search as a Service (4th), AI Agent Builders (4th), AI Customer Support (7th)
JFrog Artifactory
Ranking in AI Software Development
7th
Average Rating
8.2
Reviews Sentiment
7.4
Number of Reviews
18
Ranking in other categories
Repository Managers (2nd)
 

Mindshare comparison

As of August 2026, in the AI Software Development category, the mindshare of Glean Platform is 0.4%. The mindshare of JFrog Artifactory is 0.4%. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
JFrog Artifactory0.4%
Glean Platform0.4%
Other99.2%
AI Software Development
 

Featured Reviews

Ananya Bl - PeerSpot reviewer
Data Analyst at Capgemini
Daily orchestration of complex ai workflows has boosted my research and automation capabilities
Orchestration primarily decides which agent handles which part of a task and manages errors, retries, and complete state while maintaining the workflow effectively. On the orchestration side, branching, looping, and human approvals support non-linear workflows in production environments with real-time access. Through refined and improved prompts, this helps in closing the loop with actual users. One unique feature that stood out is that every step in the workflow can pause or recover from failures. Instead of finishing the entire agent in one go, this approach is interesting because if there is a minor change in a previously completed step regarding the state, I can re-edit and restart from the beginning. This is truly impressive.
VB
Development Senior at a financial services firm with 5,001-10,000 employees
Supports a wide variety of packages with robust security features but needs tighter cloud integration
The best features of JFrog Artifactory include the core functionality of package management and software management, along with scanning capabilities to prevent vulnerabilities from being introduced. The metadata management feature was particularly useful for managing packages within JFrog Artifactory. We utilized Xray integration with JFrog Artifactory, which was instrumental in managing vulnerabilities overall. JFrog Artifactory has robust functionality in terms of access control, which helped us ensure minimal access to various artifacts. I would rate it eight out of ten because it is a great product that is widely used in the industry. It has excellent features from an artifact management perspective and maintains good integrations.

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"Glean Platform has positively impacted our organization, especially in terms of productivity for both us and our customers."
"Since I have joined, I have built around ninety agents with Glean Platform, and it has saved our organization around twenty-seven hours a week for each user, and it has also positively impacted our ARR."
"I have used many solutions, but Glean Platform is the best, and I would truly appreciate it if everyone considers this platform."
"When I searched for internal information spread across different systems, Glean Platform did centralize and retrieve that data for me effectively, giving me eighty percent accuracy."
"The major impact that I have noticed is how business users are now being impacted and they are using the platform because they understand it easily."
"Glean Platform has positively impacted my organization by speeding up a lot of repetitive tasks and making it easier for people outside of support to understand what kind of issues impact the support groups."
"The best features Glean Platform offers include the ability to create my own agents, for example, I created a self-service agent for my stakeholders, so rather than email me, I sent them a link to an agent where the agent asks them questions and drills down to exactly what they need, and then I get a qualified response from them."
"Glean Platform offers excellent user interface design and integration capabilities with other platforms."
"JFrog Artifactory has definitely impacted our organization in a positive manner, as approximately 20,000 people or 20,000 pipelines use it on a day-to-day basis and most of the time it saves time because it is very fast, with tools, services, and features that are really brilliant and no other tool can match."
"JFrog Artifactory has positively impacted my organization by enhancing software supply chain security, and that is the biggest takeaway."
"I think JFrog Artifactory is good whether we use it for small scale or large scale operations."
"The best features JFrog Artifactory offers are a unified store for our builds, Docker, and everything, and its integration into CI/CD, which is quite smooth for us as we are using it across several different repositories and two different package types including Go and Java Spring Boot."
"JFrog Artifactory proved very helpful in supporting a variety of package types for different projects."
"JFrog Artifactory has helped us scale faster and is a highly available, robust artifact repository that boosts our confidence in production."
"Since we started using JFrog Artifactory, we no longer manage our own server just to keep source code and binary code, as all our binary repositories are in JFrog Artifactory, making it a very good repository manager where we can store all our artifacts in one easily accessible place without worrying about downtime or application unavailability, while also providing a proxy for remote applications that has transformed our release process to be faster."
"The most valuable feature I have found is the JFrog CLI."
 

Cons

"Sometimes Glean Platform gets slowed down."
"My experience with pricing, setup cost, and licensing for Glean Platform reveals limited options, and I wish there was more customization available."
"There are multiple ways in which Glean Platform can be improved."
"I tried pulling in an architecture diagram of a workflow, and it pulled in some other image instead."
"Currently, Glean Platform does not integrate with Teams, Microsoft-owned platforms."
"In workflow agents, I would prefer that we do not use AI in every step and instead we have a toggle button or something which can configure whether AI should be used in this specific search field or not, or in this specific node or not, because currently it's using AI in all nodes which sometimes messes up the output."
"My experience with pricing, setup cost, and licensing is that the licenses were expensive, and it was hard to convince the company to adopt based on that."
"Also, the latency that the platform offers is a little high right now; what I have noticed is that on a particular query, the user has to wait a long time in order to get responses."
"The complexity of managing the tool and the high cost prevent it from being a ten, especially considering there are cloud-native alternatives that are cheaper and easier to use."
"It's an enterprise product that acts like an enterprise product. In other words, it's not a product where they focus on user experience."
"JFrog Artifactory could be improved for simpler workflows without dedicated infra teams or dedicated DevOps, as it could be difficult to configure."
"Maybe around user experience, I think one improvement could be the UX, which shows its age, as it has not changed for a bit, but other than that, it is fine."
"We're looking for something that has additional reporting capabilities on data growth and data aging. This goes back to storage lifecycle management so that the actual Artifactory itself can provide these reports to either the administrators or the users. I don't know if it has those capabilities. That's something we have to look into regarding the self-service dashboard, but the tool itself having those capabilities would be great rather than trying to do it at the underlying storage hardware layer."
"JFrog could improve this product with tighter integration capabilities."
"It's an enterprise product that acts like an enterprise product. In other words, it's not a product where they focus on user experience. I wasn't an administrator, so I primarily worked with the command line tool to upload and download parts of the product. I was not impressed with that because it wasn't well documented. It was challenging to figure out how to get things to work."
"Looking back, I think the learning curve for JFrog Artifactory could be eased, and the installation process could feel less overwhelming."
 

Pricing and Cost Advice

Information not available
"It is a bit expensive. It could be a little bit lower or have an a la carte option because, in our case, we had to go to the next version of Enterprise X because we needed one feature, which was more than three projects. We don't need all the other capabilities, but we're paying for all those. It's almost twice the cost of the previous version. So, it would be nice to have something along those lines."
"I am not aware of its cost, but it is worth investing in this. My guess is that its price is not much because we generally prefer open-source solutions, and if we are investing, we don't go for expensive ones. Our selection is based on the market demand and needs, and we invest only if something is worth the cost."
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Manufacturing Company
12%
Outsourcing Company
10%
Retailer
5%
Financial Services Firm
16%
Computer Software Company
12%
Manufacturing Company
11%
Comms Service Provider
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise1
Large Enterprise9
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise4
Large Enterprise12
 

Questions from the Community

What is your experience regarding pricing and costs for Glean Platform?
My experience with pricing, setup cost, and licensing for Glean Platform reveals limited options, and I wish there was more customization available.
What needs improvement with Glean Platform?
In workflow agents, I would prefer that we do not use AI in every step and instead we have a toggle button or something which can configure whether AI should be used in this specific search field o...
What is your primary use case for Glean Platform?
I use Glean Platform as an enterprise search tool and I am a power user of agents, so I mostly use this on a day-to-day basis for random searches that I need to do about a company, a website, or if...
What is your experience regarding pricing and costs for JFrog Artifactory?
I do not have much experience with pricing, setup cost, and licensing, as it was set up by a different team.
What needs improvement with JFrog Artifactory?
I cannot say much about how JFrog Artifactory can be improved. I appreciate the opportunity to add more about the needed improvements, even small ones. Maybe around user experience, I think one imp...
What is your primary use case for JFrog Artifactory?
My main use case for JFrog Artifactory is hosting artifacts for products, ranging from Docker images to Helm charts, and regular binaries. I can give you a specific example of how I use JFrog Artif...
 

Also Known As

Glean Work AI Platform
No data available
 

Overview

 

Sample Customers

Information Not Available
Oracle, Cisco, Cars.com, Riot Games, Google, CA Technologies
Find out what your peers are saying about Glean Platform vs. JFrog Artifactory and other solutions. Updated: June 2026.
909,725 professionals have used our research since 2012.