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Docker vs Glean Platform 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

Docker
Ranking in AI Software Development
5th
Average Rating
8.6
Reviews Sentiment
7.1
Number of Reviews
56
Ranking in other categories
Development Platforms (1st), Container Management (4th), Software Supply Chain Security (1st)
Glean Platform
Ranking in AI Software Development
15th
Average Rating
8.4
Number of Reviews
11
Ranking in other categories
Indexing and Search (2nd), Search as a Service (4th), AI Agent Builders (4th), AI Customer Support (4th)
 

Mindshare comparison

As of May 2026, in the AI Software Development category, the mindshare of Docker is 0.5%. The mindshare of Glean Platform is 0.4%. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
Docker0.5%
Glean Platform0.4%
Other99.1%
AI Software Development
 

Featured Reviews

PB
Senior Cloud Engineer - AWS at Bytedance
Time-saving deployment with seamless virtualization for diverse environments
I used Docker to Dockerize Java code. We had a code base, and I needed to create a Docker image from it so that it could be deployed. At the time, we used Docker Compose, which is somewhat similar to Kubernetes Docker allows virtualization at a higher level without the need for a host machine.…
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.

Quotes from Members

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

Pros

"It is a quite mature technology."
"The tool's most valuable feature is its sandbox environment. It makes it very easy to run and test applications without needing configurations, which is the core advantage of containerization. Kubernetes and Helm are helpful as they provide high-level metrics, making tracking the status of all the containers and applications running easier."
"There are ways of using Docker where you have absolutely no dependencies on the environment that you work in, which allows us to deploy Docker anywhere anytime and has been most valuable because it removes any dependencies when it comes to deployment."
"The deployment is quite fast, which is beneficial."
"Feature-wise, Docker is very user-friendly...The solution's initial setup process was straightforward."
"The ability to use an image with the software built into it, rather than just the software, is beneficial."
"The most valuable features of Docker are its security, detailed documentation, and ease of use, and the Docker Swarm is not as complex as Kubernetes."
"We use Docker to facilitate deployment, updates, and management."
"Life became so easy when we started using Glean Platform."
"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."
"The best features Glean Platform offers are mostly the view, which I think is very good, and what I find most helpful about the view is that the user interface is very good, making it very easy to chat with the chatbot and get all the material that I want in the way that I need it."
"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."
"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."
"Glean Platform has positively impacted our organization, especially in terms of productivity for both us and our customers."
"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 offers excellent user interface design and integration capabilities with other platforms."
 

Cons

"I advise new users to review their website, commands, and the steps for creating images."
"I would like to see a more UI-based tool so that students can easily understand it rather than memorizing all of the Docker commands."
"The volumes for persistent storage could be more user friendly right out of the box."
"One of the challenges I face with Docker is debugging containers within the infrastructure. It can be tricky to debug applications inside containers, which is a common issue among developers. If easier tools or methods were available to debug applications within Docker containers, it would be very beneficial."
"Enhancing artificial intelligence capabilities and cluster management should be a priority. It should facilitate some security management."
"I think Docker can improve as it relates to overall stability."
"They should provide proper documentation to understand the solution's cgroup process."
"It could be easier to create images and save them on reports. Just improved development workflow, just quicker, like some better user experience creating the images for the Docker containers."
"Currently, Glean Platform does not integrate with Teams, Microsoft-owned platforms."
"I chose seven out of ten because if I could upload PDFs and have them analyzed, or have it integrate with my Gmail and help me go through my emails, that would be very useful, but I do not think it does that."
"I tried pulling in an architecture diagram of a workflow, and it pulled in some other image instead."
"My experience with pricing, setup cost, and licensing for Glean Platform reveals limited options, and I wish there was more customization available."
"Glean Platform can implement more models. The NLP creation could be a little faster, and while debugging is amazing, the routing also needs to provide higher quality outputs sometimes rather than extensive searching."
"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."
"Sometimes Glean Platform gets slowed down."
"There are multiple ways in which Glean Platform can be improved."
 

Pricing and Cost Advice

"For commercial use, it's about $30 per month. The license itself isn't expensive, but if there are many users, the price becomes high."
"Docker is a free open-source solution."
"Customers pay for the license through a yearly subscription model, where they pay per license. This means that the license is based on a subscription, and the customer pays annually for each license they use."
"The current cost for us is nothing as an open source."
"The pricing of the solution is fairly cheap."
"Docker's price is good."
"Since Docker is an open-source solution, it is free of cost."
"The product is not expensive."
Information not available
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Top Industries

By visitors reading reviews
Manufacturing Company
13%
Financial Services Firm
11%
Construction Company
8%
Computer Software Company
7%
Financial Services Firm
22%
Manufacturing Company
9%
Outsourcing Company
8%
Computer Software Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business22
Midsize Enterprise4
Large Enterprise35
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise1
Large Enterprise9
 

Questions from the Community

What is your experience regarding pricing and costs for Docker?
The setup cost has balanced out, and I find Docker's pricing reasonable. Docker Engine is free and open source for Linux, and Docker Desktop is free for individual developers and small teams, but a...
What needs improvement with Docker?
As Docker is already a very mature tool, there are areas where it can be improved based on real-world usage. One area I consider is the Windows container experience. The pain point here is that Win...
What is your primary use case for Docker?
My main use case for Docker is to package applications into consistent, portable containers and use those images across CI/CD and production environments. I containerize applications so they can ru...
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?
I would appreciate a change to the color scheme of Glean Platform as a needed improvement, even if it is something small or minor.
What is your primary use case for Glean Platform?
My main use case for Glean Platform is general use at an introductory level.
 

Comparisons

 

Also Known As

No data available
Glean Work AI Platform
 

Overview

Find out what your peers are saying about Docker vs. Glean Platform and other solutions. Updated: April 2026.
894,738 professionals have used our research since 2012.