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Conversations by NLX vs Glean Platform comparison

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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

Conversations by NLX
Ranking in AI Customer Support
8th
Average Rating
8.0
Reviews Sentiment
5.4
Number of Reviews
14
Ranking in other categories
Customer Experience Management (8th)
Glean Platform
Ranking in AI Customer Support
5th
Average Rating
8.6
Number of Reviews
12
Ranking in other categories
Indexing and Search (3rd), Search as a Service (4th), AI Agent Builders (4th), AI Software Development (6th)
 

Mindshare comparison

As of October 2026, in the AI Customer Support category, the mindshare of Conversations by NLX is 1.0%, up from 0.4% compared to the previous year. The mindshare of Glean Platform is 1.3%. It is calculated based on PeerSpot user engagement data.
AI Customer Support Mindshare Distribution
ProductMindshare (%)
Glean Platform1.3%
Conversations by NLX1.0%
Other97.7%
AI Customer Support
 

Featured Reviews

Suhas Palani - PeerSpot reviewer
Full Stack Developer at Tundra Technical Solutions
Automation has transformed tier-one support and now reduces wait times while improving handoffs
One area for improvement in Conversations by NLX would be the initial learning curve for setting up some of the more advanced integrations with our older legacy systems. We occasionally encounter small hiccups where the bot has trouble maintaining context across a very long, multi-turn conversation. Having even more robust, out-of-the-box reporting features would also be a fantastic addition for deeper analysis. More comprehensive documentation for Conversations by NLX with more detailed code examples and a more centralized developer hub would make the initial development and debugging process much smoother. The main things holding Conversations by NLX back from a higher score of 9 or 10 are the hurdles we faced during the initial setup with our old legacy systems and the need for more in-depth documentation to support developers. Those context gaps during longer conversations also mean it is not quite at a perfect level yet.
reviewer2810748 - PeerSpot reviewer
Analyst at a financial services firm with 1,001-5,000 employees
Creating low-code agents has transformed policy queries and now saves employees hours daily
What I would like to see is an ease by which I can have different connectors set up. Right now I have to do a lot of back and forth in order to have these connectors enabled. Having them by default on the platform would be very helpful for me. Also, when developing custom actions, having a developer portal where users can track the log of how the requests are being sent to custom endpoints created would be helpful because right now I do not have anything of that nature. It is just a final response that I get and it becomes very difficult to keep track of what is happening in the backend. 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. If there is a way to reduce this time and improve performance by decreasing the time for responses, that would be very good. I believe that the latency offered is a little high right now. If I can get prompt responses quickly, then that would be a real user experience enhancement. Also, what I have noticed is the problem that developers face when creating custom actions in Glean Platform, where we are not able to keep track of what is happening in the backend. A logger of sorts would be very good so that I can maintain an idea of what is happening in the backend. If that issue is resolved, along with also the issue of having custom connectors available from the start rather than going to Glean Platform and having conversations about the thing, then it would be very good. If these issues are resolved, then it would be a strong 10 out of 10 from me. But as of now, it will be an 8 out of 10. Glean Platform is a very capable platform. It is good for indexing documents and reducing manual workflows by incorporating an element of AI in it. Business usage can be increased as well. The one caveat is if there are developers who are creating actions on Glean Platform, then I must keep an eye on the logging that I have for the platform because interacting with the backend systems becomes very difficult using Glean Platform. Also, what I have noticed is that it is a real challenge in terms of latency as some of the responses may take a little while to load. However, what I have noticed is that the responses are usually very accurate, and so it is a trade-off between speed and accuracy. This is what I would advise to someone who is looking at Glean Platform.

Quotes from Members

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

Pros

"The best features Conversations by NLX offers include flexibility and the ability to loop back to the main question."
"We developed more than fifty chatbots using Conversations by NLX, which provides mostly friendly and very easy to implement functionality."
"Conversations by NLX offers a visual conversation builder that is intuitive and allows both technical and non-technical users to collaborate with end-to-end recognition and conversation flow management of design, making customer interactions feel more natural."
"Conversations by NLX offers human-native voices, a variety of models, flexibility to build, test, and deploy applications, and ease of use on the platform."
"We deployed Conversations by NLX with a localized automated flow in Traditional Chinese that handled 65% of incoming tier-one inquiries right out of the gate, verified customer IDs, and pulled real-time tracking data from our logistics backend, which significantly reduced wait times and relieved pressure on our support team."
"In my opinion, the best feature Conversations by NLX offers is natural language processing, because whatever language you are using, whether it is Hindi, English, or any other language, it will convert it accurately, letting you feel as though you are talking to a human."
"My customers are responding very positively toward the features of Conversations by NLX, as it is a state-of-the-art tool with features that no other competitor has and definitely something that leaves them impressed after viewing the demos."
"What I appreciate most about the multilingual support is that while I think the accuracy is good, I am more inspired by the range of languages, and I feel it's quite deep, getting the context correctly."
"Glean Platform offers excellent user interface design and integration capabilities with other platforms."
"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."
"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."
"Productivity has really skyrocketed."
"Glean Platform has increased productivity by at least one hundred hours per week for my organization."
"I have used many solutions, but Glean Platform is the best, and I would truly appreciate it if everyone considers this platform."
 

Cons

"Conversations by NLX could improve on some advanced use cases, as they might need help with the technical setup and integration."
"I was not able to get approval to implement Conversations by NLX to more customers and business units because the cost is still high, especially when LLMs or AI get involved."
"We occasionally encounter small hiccups where the bot has trouble maintaining context across a very long, multi-turn conversation."
"I believe that Conversations by NLX could benefit from reducing hallucination by expanding training intents and adding more integration possibilities with CRM ticket systems and other platforms."
"If someone is in a conversation and things are added when it came to the customer support journey, the discussions can become lengthy, and it loses the context of understanding, maybe asking for repetition of things."
"One thing I would share regarding Conversations by NLX is the need to refine the self-service flows and integration capabilities for multi-modal usage and leveraging the analytics for personalization."
"In my experience, Conversations by NLX is not stable, and I have not used it."
"I think Conversations by NLX can be improved with more context or more training in that direction, as there can be some improvements."
"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."
"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."
"Currently, Glean Platform does not integrate with Teams, Microsoft-owned platforms."
"There are multiple ways in which Glean Platform can be improved."
"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."
"Sometimes Glean Platform gets slowed down."
"I tried pulling in an architecture diagram of a workflow, and it pulled in some other image instead."
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Top Industries

By visitors reading reviews
Outsourcing Company
18%
Construction Company
16%
Manufacturing Company
13%
Comms Service Provider
10%
Financial Services Firm
15%
Outsourcing Company
14%
Manufacturing Company
11%
Comms Service Provider
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise2
Large Enterprise9
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise1
Large Enterprise9
 

Questions from the Community

What is your experience regarding pricing and costs for Conversations by NLX?
I do not have much experience regarding pricing, setup cost, and licensing as those aspects were handled by the company. I primarily focus on development and analytics.
What needs improvement with Conversations by NLX?
I believe that Conversations by NLX could benefit from reducing hallucination by expanding training intents and adding more integration possibilities with CRM ticket systems and other platforms. I ...
What is your primary use case for Conversations by NLX?
My main use cases for Conversations by NLX involve customer support and patient services, including rescheduling, booking appointments, and cancelling. For customer support and patient services wit...
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...
 

Also Known As

No data available
Glean Work AI Platform
 

Overview

Find out what your peers are saying about Conversations by NLX vs. Glean Platform and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.