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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
23rd
Average Rating
8.6
Reviews Sentiment
7.0
Number of Reviews
58
Ranking in other categories
Development Platforms (4th), Container Management (10th), Software Supply Chain Security (4th)
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)
 

Mindshare comparison

As of August 2026, in the AI Software Development category, the mindshare of Docker is 0.5%, up from 0.0% compared to the previous year. The mindshare of Glean Platform is 0.4%. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
Glean Platform0.4%
Docker0.5%
Other99.1%
AI Software Development
 

Featured Reviews

ER
Senior QA and Developer
Local container testing has boosted development speed but still needs lower battery and memory use
The main thing that really frustrates me about Docker is how much battery power it consumes on a Macintosh. I really am not a fan of that, which leads me to not want to run Docker 24/7 because I do not want my laptop battery to be exhausted by Docker instances running or even the Docker CLI or UI being booted up. I tend to not have it running until I need it, and then I run it and close it. It would be really nice if it did not consume as much battery as it does currently. Docker can definitely be improved by reducing the battery and CPU load that it impacts on a Macintosh. If it were possible for me to run Docker without panicking about the battery running out, that would be excellent. I believe battery is the biggest issue with Docker. The other issue is memory. It seems to consume a lot of memory, and I am not a fan of that. This means that I need to have a really powerful, high-specification Macintosh with a lot of battery and a lot of memory for it to work reliably. I do not always have access to that. If Docker could consume less battery and less memory, that would be magnificent.
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

"The scalability of Docker is good."
"The most valuable feature is that it gives you the same environment as on a developer machine as well as a production machine relevant to specifications, with binaries and dependencies all bundled together in a similar fashion in both places."
"The most valuable feature of Docker is automation. When I deploy the solution I am confident it will work anywhere. It is reliable and easy to use."
"The deployment is quite fast, which is beneficial."
"Docker is convenient and easy to use."
"The solution is easy to install."
"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."
"I think the best feature is to replicate anything in our local machine using a simple command."
"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 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."
"Glean Platform has increased productivity by at least one hundred hours per week for my organization."
"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."
"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 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."
"Life became so easy when we started using Glean Platform."
 

Cons

"The Kubernetes blocks need improvement since Docker has many holes in it."
"The security layer is very vulnerable, although they are working to improve the system hardening and email hardening."
"Stability is an area with a shortcoming."
"Docker could improve by providing the ability to use the GPU for parallel processing. If there was the capability of using the GPU it would improve the machine learning that I want to use."
"There can be challenges with port mapping, however, that's not related to Docker itself."
"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 documentation could be improved."
"Sometimes, it can become heavy and cause performance issues."
"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."
"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."
"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 is that the licenses were expensive, and it was hard to convince the company to adopt based on that."
"My experience with pricing, setup cost, and licensing for Glean Platform reveals limited options, and I wish there was more customization available."
"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."
"There are multiple ways in which Glean Platform can be improved."
"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."
 

Pricing and Cost Advice

"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."
"Regarding pricing, we primarily use AWS for our deployments since we have funding for it. We don't spend much on Docker-specific services, just the containerization product. Docker Hub isn't particularly expensive either, so overall, the pricing is pretty reasonable."
"It's an open-source solution, so it doesn't cost anything"
"Docker is cost-effective and open-source."
"Docker has made some changes and there is an enterprise version that is affordable."
"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."
"I use the solution's open-source version."
"There is a license needed to use Docker."
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Top Industries

By visitors reading reviews
Manufacturing Company
14%
Financial Services Firm
10%
Outsourcing Company
10%
Construction Company
9%
Financial Services Firm
17%
Manufacturing Company
12%
Outsourcing Company
10%
Retailer
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business23
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?
Docker could potentially be more straightforward. A more guided approach to using it would be useful.
What is your primary use case for Docker?
My primary use case for Docker is standardizing development and deployment environments across the entire application life cycle, and I rely on Docker to ensure that every component of a project, w...
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...
 

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: June 2026.
909,725 professionals have used our research since 2012.