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CircleCI 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

CircleCI
Ranking in AI Software Development
16th
Average Rating
7.6
Reviews Sentiment
6.9
Number of Reviews
18
Ranking in other categories
Build Automation (6th)
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 CircleCI is 0.5%, up from 0.2% 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%
CircleCI0.5%
Other99.1%
AI Software Development
 

Featured Reviews

Arka Sarkar - PeerSpot reviewer
Technical Solution Support Development Engineer at Ericsson Global
Automated pipelines have accelerated microservice delivery and improve release consistency
Debugging is an important point for improvement because when pipelines fail, debugging can sometimes be difficult, especially for the complex workflows which we have already faced in our organization in different projects. Logs are available, but root cause analysis can take time, so that can be improved. Also, configuration management challenges exist. Although YAML configuration is flexible, it can become complex and hard to maintain as pipelines grow in size and include multiple workflow conditions. The limited visibility for large pipelines is also a concern. For very large enterprise pipelines, the UI can feel less intuitive in terms of tracking dependencies and understanding the full workflow at a glance. Cost optimization is one important point for improvement. In cloud-based usage, costs can increase due to long-running jobs and inefficient pipelines. Proper optimization through caching and parallelism is required, otherwise it can become expensive, which we faced in one of our telecom projects last year. One thing CircleCI can improve is related to cloud runners, where any network or platform issues can impact pipeline execution. This can be a concern for critical telecom deployments.
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 solution offers continuous integration and continuous delivery."
"CircleCI has positively impacted my organization significantly, as it generates a lot of code very fast, saving a lot of time in what was otherwise a long process of understanding requirements and manually writing the code and unit tests."
"CircleCI has positively impacted my organization by helping integrate across different projects and aiding in the building of pipelines that help us do validation quickly."
"CircleCI has positively impacted my organization with faster time to market, improved software quality, cost efficiency, and increased developer productivity."
"Since I am an automation developer, I use selenium a lot; it is quite easy to run the tests in CircleCI, which comes with pre-installed Chrome/chrome driver and Firefox, is fast to set up, and has a shorter learning curve than Jenkins and TeamCity."
"There has been a significant return on investment with CircleCI, as it has decreased the number of developers involved in deployment from two to three, which reduces costs and saves time by 100x due to the elimination of manual intervention."
"CircleCI has impacted my organization positively by removing most of our manual effort and human effort, increasing speed, and removing human error, which has improved our workflow, speed, and efficiency."
"CircleCI has positively impacted my organization by bringing in faster deployments, which means we can release faster, receive quicker feedback, and enhance collaboration and communication across the entire team."
"Glean Platform has positively impacted our organization, especially in terms of productivity for both us and our customers."
"I have used many solutions, but Glean Platform is the best, and I would truly appreciate it if everyone considers this platform."
"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."
"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 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."
"Productivity has really skyrocketed."
"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."
 

Cons

"I chose an 8.5 for my rating because there are still many areas that need to be increased and improved, such as leveraging orbs and replacing custom, complex scripts with pre-built, community-verified orbs to reduce maintenance overhead."
"There needs to be some improvement in the user interface of CircleCI."
"For half year we have used circleCI, then we go back to jenkins."
"Sometimes the documentation is too in-depth."
"The solution’s pricing could be better."
"CircleCI can be improved by making it less costly, as it is very expensive."
"In my experience, CircleCI is stable, but it can be improved."
"Debugging is an important point for improvement because when pipelines fail, debugging can sometimes be difficult, especially for the complex workflows which we have already faced in our organization in different projects."
"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."
"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."
"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."
"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."
"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."
 

Pricing and Cost Advice

"The price of CircleCI could be less expensive."
Information not available
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Top Industries

By visitors reading reviews
Manufacturing Company
14%
Construction Company
14%
Outsourcing Company
10%
Comms Service Provider
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 Business8
Midsize Enterprise2
Large Enterprise13
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise1
Large Enterprise9
 

Questions from the Community

What needs improvement with CircleCI?
Debugging is an important point for improvement because when pipelines fail, debugging can sometimes be difficult, especially for the complex workflows which we have already faced in our organizati...
What advice do you have for others considering CircleCI?
I would advise organizations or individual developers who are trying to use CircleCI to begin with basic pipelines and gradually move to advanced workflows such as deployment automation, parallel j...
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

 

Sample Customers

Shopify, Zenefits, Concur Technologies, CyberAgent
Information Not Available
Find out what your peers are saying about CircleCI vs. Glean Platform and other solutions. Updated: June 2026.
909,725 professionals have used our research since 2012.