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ChatGPT Team - Enterprise vs Honeycomb Enterprise comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Aug 4, 2025

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

ChatGPT Team - Enterprise
Ranking in AI Code Assistants
7th
Average Rating
8.2
Reviews Sentiment
4.0
Number of Reviews
8
Ranking in other categories
AI Writing Tools (2nd), Large Language Models (LLMs) (4th), AI Proofreading Tools (2nd)
Honeycomb Enterprise
Ranking in AI Code Assistants
11th
Average Rating
8.6
Reviews Sentiment
7.0
Number of Reviews
2
Ranking in other categories
Application Performance Monitoring (APM) and Observability (27th)
 

Mindshare comparison

As of August 2025, in the AI Code Assistants category, the mindshare of ChatGPT Team - Enterprise is 3.1%, up from 2.4% compared to the previous year. The mindshare of Honeycomb Enterprise is 0.2%. It is calculated based on PeerSpot user engagement data.
AI Code Assistants
 

Featured Reviews

RodrigoBassani - PeerSpot reviewer
Efficiently manages projects and daily tasks with personalized interaction
Some areas that could be improved with ChatGPT include the information they provide, as sometimes they hallucinate something that's not real. Sometimes they comment positively without being asked, and I have questioned ChatGPT that I don't want the prompt to agree with me but rather to challenge me. If I provide a slide and ask to compare it to McKinsey or other big companies and scale it from zero to 10, they might say it's an eight and suggest improvements to reach nine or ten. However, these evaluations aren't always realistic because if you're not a specialist on the subject, you might create something that's not accurate. This becomes problematic because we are working with real clients, not experiments. When working on real cases, I have to be the one to validate that the information is accurate. Sometimes they provide information that isn't real. You have to be the gate to validate that this information is correct before proceeding. For simpler tasks adjusting communication style or making text more formal, they perform perfectly. However, for complex cases, I don't use ChatGPT as the source of truth because it's not always accurate. If you delegate it to make decisions in your place, it could create significant problems to solve.
Diego Gomes De Lima - PeerSpot reviewer
Easy to use and the dashboard is very intuitive
We faced some OpenTelemetry metrics lost between the communication from the service and the Honeycomb.io. I can't say if this is a Honeycomb.io issue or if there are some limitations in OpenTelemetry. Alerts are very helpful in Honeycomb.io, but we don't usually merge because we can compare queries with queries for making alerts. We can make alerts based on static numbers, which may block us from building alerts that could be generic enough or could be serviced.

Quotes from Members

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

Pros

"It provides details that previously took days or weeks to gather, and I can improve and get more insight on subjects with more accuracy."
"It provides details that previously took days or weeks to gather, and I can improve and get more insight on subjects with more accuracy."
"ChatGPT has positively impacted our organization by speeding up a lot of our processing time."
"I save significant time because I can quickly get information about sources for subjects and main industry specialists regarding specific themes."
"The best features of ChatGPT include having a lot of information integrated, and it is quick to learn how to prompt the questions and to integrate text in documents to get a faster review or create a report."
"ChatGPT Team - Enterprise makes my life very easy because every time I have to look up something on Google, I have to search through multiple results, but ChatGPT Team - Enterprise provides information in a simpler view with the easiest format and in quite literally the simplest sentences."
"Rockset is very fast, and you can query just like in MySQL."
"The initial setup was very simple."
"The solution's initial setup process was straightforward since we were getting enough support from Honeycomb.io's team."
"The solution's most valuable features are the queries for the OpenTelemetry events and all the tracing."
 

Cons

"If you ask it the same question twice, it gives you a slightly different answer, which even a human being does unless it memorizes something."
"For complex cases, I don't use ChatGPT as the source of truth. You need the expertise to validate if what the prompt produces is correct."
"These evaluations aren't always accurate because if you're not a specialist on the subject, you may create something that's not real."
"These evaluations aren't always accurate because if you're not a specialist on the subject, you may create something that's not real."
"The information base of ChatGPT has to grow because, in some cases, it does not include information about my city."
"I would not recommend ChatGPT as a standalone product. I think it could be beneficial when used alongside other tools, but as a standalone solution, its accuracy cannot be entirely trusted."
"Rockset is now bought by OpenAI. It’s uncertain if Rockset will continue to exist as it is."
"They have room for improvements in search as sometimes it gives out wrong information."
"The process of log scraping gets delayed on Honeycomb.io. At times, it gives false alerts to the application team."
"We can make alerts based on static numbers, which may block us from building alerts that could be generic enough or could be serviced."
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Top Industries

By visitors reading reviews
Computer Software Company
16%
Manufacturing Company
9%
Comms Service Provider
8%
University
7%
Computer Software Company
17%
Financial Services Firm
13%
Manufacturing Company
8%
Comms Service Provider
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
 

Questions from the Community

What needs improvement with ChatGPT?
There are areas where ChatGPT can still improve. If you ask it the same question twice, it gives you a slightly different answer, which even a human being does unless it memorizes something. As inf...
What is your primary use case for ChatGPT?
ChatGPT is used to write terminal scripts for Macintosh for remotely renaming a machine based upon a formula. We use it to remotely create users through remote terminal commands so we don't have to...
What advice do you have for others considering ChatGPT?
I haven't seen if ChatGPT is used with AWS; I haven't bothered to see what their back end is. We purchase ChatGPT through SherWeb, S H E R W E B, and we purchase through Pax8, P A X and the number ...
What needs improvement with Honeycomb.io?
We faced some OpenTelemetry metrics lost between the communication from the service and the Honeycomb.io. I can't say if this is a Honeycomb.io issue or if there are some limitations in OpenTelemet...
What is your primary use case for Honeycomb.io?
The solution is mainly used for stack observability. It observes service behavior or any kind of failure that may be happening. The tool is also related to research. My company is working more on t...
What advice do you have for others considering Honeycomb.io?
We set up Honeycomb.io on all the services so that we can have all the set traces of the communication between all the services inside the company. This helps us understand where it could be failin...
 

Also Known As

Rockset
Grit
 

Overview

 

Sample Customers

1. Adobe 2. Cisco 3. Comcast 4. DoorDash 5. Expedia 6. Facebook 7. GitHub 8. IBM 9. Lyft 10. Microsoft 11. Netflix 12. Oracle 13. Pinterest 14. Reddit 15. Salesforce 16. Slack 17. Spotify 18. Square 19. Target 20. Twitter 21. Uber 22. Verizon 23. Visa 24. Walmart 25. Yelp 26. Zoom 27. Airbnb 28. Dropbox 29. eBay 30. Google 31. LinkedIn 32. Amazon
Clover Health, Eaze, Intercom, Fender
Find out what your peers are saying about ChatGPT Team - Enterprise vs. Honeycomb Enterprise and other solutions. Updated: July 2025.
865,384 professionals have used our research since 2012.