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ChatGPT Team - Enterprise vs Cohere comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Nov 9, 2025

Review summaries and opinions

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

ROI

Sentiment score
4.7
ChatGPT Enterprise boosts productivity by up to 70% and cuts costs by 25%, enhancing company revenue and efficiency.
Sentiment score
5.3
Cohere's competitive pricing and faster embedding enhance application development efficiency, despite challenges in measuring overall return.
It has made the company more productive, generated more revenue, and as a whole, everything has improved.
Head of Marketing at a tech company with 51-200 employees
Overall, ChatGPT Team - Enterprise is cost effective and brings a return on investment for my use.
Business automation Expert at INSTRUTECH LIMITED
I have seen a return on investment, and it has saved around twenty-five percent of our costs.
Programmer and Developer at Erkmenhost
Cohere's Embed English model took less time to embed than OpenAI's embedding ada-002 model.
Engineer at Roche
Cohere helped us with all three aspects: money is saved, time is saved, and we needed fewer resources to meet our end goals.
Senior Solution Architect at Hitachi Systems India Private Ltd
 

Customer Service

Sentiment score
5.6
ChatGPT Team's Enterprise support is praised for effective responses, reducing user need due to comprehensive documentation and engagement.
Sentiment score
5.4
Cohere's customer service is positively rated, though some users haven't interacted yet due to lack of significant issues.
I would rate the available documentation as a 10.
Director Metropolitano de Gobierno Digital at a government with 10,001+ employees
Online resources are vast for optimizing results.
Senior Investment Analyst at a financial services firm with 1-10 employees
the overall outlook is positive.
Senior Analyst at a healthcare company with 5,001-10,000 employees
 

Scalability Issues

Sentiment score
4.1
ChatGPT Team - Enterprise offers scalability praised by users, effective for research, and is seen as superior to alternatives.
Sentiment score
6.0
Cohere's scalability is praised for effective response, but some users note slowdowns with large data and extensive scenarios.
There is not over 50% speed up time overall with ChatGPT, but it definitely provides over 50% improvement for research-specific purposes.
Senior Investment Analyst at a financial services firm with 1-10 employees
The scalability of ChatGPT Team - Enterprise is that the more people you need, you can add to your team or take them off.
Head of Marketing at a tech company with 51-200 employees
We don't observe many scaling problems because it's an enterprise application.
Founding Engineer at Agentize.AI
 

Stability Issues

Sentiment score
5.0
ChatGPT Team - Enterprise is praised for its exceptional reliability and speed, outperforming customer portals with consistent performance.
Sentiment score
7.8
Users generally find Cohere stable, rating it six out of ten, with no major issues or downtime reported.
We haven't had any issues to escalate to Cohere's support because reranking is an optional feature in our product, and we haven't seen any significant issues so far.
Founding Engineer at Agentize.AI
 

Room For Improvement

Users seek improvements in ChatGPT for accuracy, functionality, ethical concerns, language diversity, context handling, and user experience.
Cohere should enhance visual-text integration, similarity accuracy, dashboard features, documentation, and optimize similarity search distances for improvement.
You need the expertise to validate if what the prompt produces is correct.
Diretor at Hat Thinking
Some areas that could be improved with ChatGPT include the accuracy aspect.
Senior Investment Analyst at a financial services firm with 1-10 employees
The more specific your query is, your question, the better the result you're going to get.
Programmer at a insurance company with 1,001-5,000 employees
We want such features because when chatting with clients, we can demonstrate that employing Cohere's reranking model significantly improves results compared to not using it.
Founding Engineer at Agentize.AI
Because it does not have extensive understanding of Oracle functionalities in ERP, it sometimes gives wrong results or the confidence score is lower than desired.
Sr Test engineer at a tech vendor with 10,001+ employees
During the embedding process, measurable metrics are not visible.
DevOps Engineer at CHI Software
 

Setup Cost

Enterprise pricing is reasonable, offering valuable features that enhance productivity and support various tasks, justifying its cost.
Enterprise buyers find Cohere's pricing competitive yet potentially costly when additional services are included, with mixed cost experiences.
Without ChatGPT Team - Enterprise, I wouldn't have been able to do a tenth of what I do currently.
Head of Marketing at a tech company with 51-200 employees
The setup cost for ChatGPT was not very expensive.
Director Metropolitano de Gobierno Digital at a government with 10,001+ employees
My experience with pricing, setup cost, and licensing is that it is expensive to use all Oracle services.
Senior Data Scientist at a tech vendor with 10,001+ employees
Cohere's pricing, setup cost, and licensing are better.
Senior Solution Architect at Hitachi Systems India Private Ltd
The prices are competitive compared to competitors.
DevOps Engineer at CHI Software
 

Valuable Features

ChatGPT Team - Enterprise boosts productivity with content generation, collaboration, integration, and customizable AI, enhancing efficiency and onboarding.
Cohere provides efficient, reliable, and cost-effective AI features enhancing business productivity through creative, structured, and secure applications.
I see a return on investment for ChatGPT because the time required results in significant savings.
Director Metropolitano de Gobierno Digital at a government with 10,001+ employees
With ChatGPT doing this, I save significant time because I can quickly get information about sources for subjects and main industry specialists regarding specific themes.
Diretor at Hat Thinking
We all have one of the most powerful tools ever at our disposal, so it's acted like a force multiplier.
Head of Marketing at a tech company with 51-200 employees
This makes it very easy to find and use the catalog to determine whether existing functionality is already implemented, preventing redundant implementations.
Sr Test engineer at a tech vendor with 10,001+ employees
Cohere has positively impacted my organization by helping our customers work more efficiently when creating requests, and the embedding results are of very high quality.
DevOps Engineer at CHI Software
I noticed a 10% improvement in my log system after using Cohere.
Senior Data Scientist at a tech vendor with 10,001+ employees
 

Categories and Ranking

ChatGPT Team - Enterprise
Ranking in AI Writing Tools
2nd
Ranking in Large Language Models (LLMs)
2nd
Ranking in AI Proofreading Tools
2nd
Average Rating
8.6
Reviews Sentiment
4.6
Number of Reviews
12
Ranking in other categories
AI Code Assistants (6th)
Cohere
Ranking in AI Writing Tools
3rd
Ranking in Large Language Models (LLMs)
5th
Ranking in AI Proofreading Tools
5th
Average Rating
7.6
Reviews Sentiment
6.7
Number of Reviews
8
Ranking in other categories
AI Development Platforms (12th)
 

Mindshare comparison

As of January 2026, in the AI Writing Tools category, the mindshare of ChatGPT Team - Enterprise is 5.7%, up from 2.8% compared to the previous year. The mindshare of Cohere is 1.9%, up from 0.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Writing Tools Market Share Distribution
ProductMarket Share (%)
ChatGPT Team - Enterprise5.7%
Cohere1.9%
Other92.4%
AI Writing Tools
 

Featured Reviews

RodrigoBassani - PeerSpot reviewer
Diretor at Hat Thinking
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.
AS
Engineer at Roche
Have improved project workflows using faster response times and reduced data embedding costs
One thing that Cohere can improve is related to some distances when I am trying similarity search. Let's suppose I have provided textual data that has been embedded. I have to use some extra process from numpy after embedding the model. In the case of OpenAI embedding models, I do not have to use that extra process, and they provide lower distances compared to my results from Cohere. I was getting distances of approximately 0.005 sometimes, but in the case of Cohere, I was getting distances around 0.5 or sometimes more than that. I think that can be improved. It was possibly because of some configuration or the way I was using it, but I am not exactly sure about that.
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Top Industries

By visitors reading reviews
No data available
Manufacturing Company
11%
Educational Organization
8%
Financial Services Firm
8%
University
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise2
Large Enterprise4
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise6
 

Questions from the Community

What needs improvement with ChatGPT?
One area where ChatGPT Team - Enterprise can be improved is hallucinations. They have gotten slightly better, but sometimes it provides information that is either not relevant or made up. There is ...
What is your primary use case for ChatGPT?
As the Head of Marketing, my main use case for ChatGPT Team - Enterprise is for everything I do for marketing, whether that's writing emails, social posts, landing page copy, ideas for events, or s...
What advice do you have for others considering ChatGPT?
My advice for others looking into using ChatGPT Team - Enterprise is to do it. In my personal opinion, every marketer, sales, or corporate job should be using ChatGPT in every aspect of their life ...
What is your experience regarding pricing and costs for Cohere?
Compared to models available in the market, Cohere's pricing, setup cost, and licensing are better.
What needs improvement with Cohere?
Cohere could improve in areas where the command model is not as creative as some larger LLMs available in the market, which is expected but noticeable in open-ended generative tasks. Reporting and ...
What is your primary use case for Cohere?
We adopted Cohere primarily for their command model to support enterprise-grade text generation and NLP workflows. There was a use case for one of our customers where they required automated text g...
 

Also Known As

Rockset
No data available
 

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
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Find out what your peers are saying about ChatGPT Team - Enterprise vs. Cohere and other solutions. Updated: December 2025.
881,082 professionals have used our research since 2012.