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Ataccama ONE Platform vs SuperAnnotate 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

Ataccama ONE Platform
Ranking in AI Observability
22nd
Average Rating
7.8
Reviews Sentiment
6.6
Number of Reviews
16
Ranking in other categories
Data Quality (3rd), Data Scrubbing Software (3rd), Master Data Management (MDM) Software (5th), Data Governance (14th)
SuperAnnotate
Ranking in AI Observability
36th
Average Rating
7.6
Number of Reviews
2
Ranking in other categories
Image Recognition Software (7th)
 

Mindshare comparison

As of August 2026, in the AI Observability category, the mindshare of Ataccama ONE Platform is 0.5%. The mindshare of SuperAnnotate is 0.4%. It is calculated based on PeerSpot user engagement data.
AI Observability Mindshare Distribution
ProductMindshare (%)
Ataccama ONE Platform0.5%
SuperAnnotate0.4%
Other99.1%
AI Observability
 

Featured Reviews

Akhil Danturti - PeerSpot reviewer
Data Governance Analyst at Entain India
Streamlines reusable data quality rules and has highlighted the need for richer logic and documentation
I worked in Ataccama ONE Platform from version 5 and now we have version 15, which has improved a lot. However, there is still considerable scope for improvement because Ataccama ONE Platform was not that great around 2020 when I started working with it. There can still be more features including writing any logic, improving more keywords for logic building, and enhancing address validation, based on my understanding. User experience is actually good; I do not have any complaints or feedback on that. However, the documentation part can be improved because documentation is key for any organization or tool. If anything is needed for understanding, you have to rely on documentation. Ataccama's documentation has potential for improvement.
YB
Civil Student at BDE GTI
Collaborative audio projects have become faster and maintain high-quality transcriptions
The best features SuperAnnotate offers in my experience are especially the lateral tab on the right side, which I can use to select options depending on the task I am working on. I can easily select the classification for each audio file in my case. The transcription interface is also user-friendly, which is what makes me appreciate this platform. These features make my work easier and more efficient during my project because I am able to perform a large volume of audio transcriptions and classifications in a very short period of time, all because of the easy interface that SuperAnnotate delivers. SuperAnnotate has positively impacted my organization and team by helping to finish projects faster and improving accuracy. The freelancing project I worked on was with OpenAI Train, and I can see they have been using SuperAnnotate for a long time because of its efficiency and high accuracy rates.

Quotes from Members

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

Pros

"Ataccama ONE Platform has positively impacted our organization because before its implementation, completing tasks such as more than 100 or thousands of rules took more than a week, and now we complete those tasks in less than two or three days due to the automation and one-time task capability."
"It is also easy to deploy."
"By understanding the existing data from various source systems, we were able to arrive at the requirements for a data quality plan, and create a separate plan to improve the data quality."
"Ataccama ONE Platform has helped us narrow it down to sixty-five million, which is a big win—at least a twenty million reduction in the data size or the storage size."
"Ataccama ONE Platform has positively impacted my organization by being much cheaper compared to other DQ tools and providing very good support."
"At the beginning, we had almost 80 percent data quality, and after using Ataccama ONE Platform, we reached 90 percent."
"Customer service was excellent, and I would give it a ten out of ten."
"Ataccama ONE Platform has positively impacted my organization significantly, as it enables us to understand our enterprise data and clean it more effectively to gather proper insights."
"These features make my work easier and more efficient during my project because I am able to perform a large volume of audio transcriptions and classifications in a very short period of time, all because of the easy interface that SuperAnnotate delivers."
"SuperAnnotate has improved productivity and helped achieve better results in my organization."
 

Cons

"Data movement is a pain."
"It is complicated to fetch 20-25 reports when we profile the data."
"I think the algorithms used in Ataccama ONE Platform need to be defined more and more to figure out things much more perfectly than they are now."
"They could focus more on marketing the product. The current marketing strategy is not working."
"I remember one disadvantage, I couldn't load large database to Ataccama DQ Analyzer. One time I had one single database close to 180G which was not able to load to Ataccama DQ Analyzer, and had to use another solution."
"When hybrid deployment is done, it doesn't have an option to load any kind of file directly into Ataccama ONE Platform."
"There is a notable challenge in having to provide detailed filters before the site recognizes the search criteria."
"The interfacing to tools such as Collibra was somewhat cumbersome and required more thought."
"One needed improvement is how to save each project, how to know each project has actually been saved, and to ensure that each project is secure from being manipulated by another party."
 

Pricing and Cost Advice

"The product is reasonably priced."
"Despite not being extremely low-cost, the pricing appears reasonable, making it a profitable and viable choice for companies that prioritize data security and adhere to specific policies."
"Our licensing model wasn't user-specific; instead, we paid fees for the engine and maintenance. As we didn't have a support contract, maintenance fees were likely nonexistent. Regarding the upgrade, we had an account for the initial two or three years, and considering the features provided by the solution, the pricing was reasonable."
"There is no need to buy a license. You can just download it and use it for free."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
11%
Manufacturing Company
11%
Outsourcing Company
7%
Computer Software Company
6%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business4
Large Enterprise12
No data available
 

Questions from the Community

What needs improvement with Ataccama ONE Platform?
For improvement, I feel there is a size issue. Whenever we create a monitoring project with a large amount of data, such as multiple catalogs, it starts failing. If that size issue can be fixed, At...
What is your primary use case for Ataccama ONE Platform?
My main use case for Ataccama ONE Platform is to create data quality rules and perform profiling of my data, majorly focused on data quality. A specific example of how I used Ataccama ONE Platform ...
What advice do you have for others considering Ataccama ONE Platform?
Ataccama ONE Platform was on-premise before but has moved to a hybrid cloud now. Ataccama ONE Platform integrates with other tools or systems in my organization. Ataccama ONE Platform connects with...
What needs improvement with SuperAnnotate?
The features are good as they are, and there is not much I would change. One needed improvement is how to save each project, how to know each project has actually been saved, and to ensure that eac...
What is your primary use case for SuperAnnotate?
My main use case for SuperAnnotate is annotating aerial imagery, specifically annotating the physical structures in an environment for landscaping purposes. A specific project where I used SuperAnn...
What advice do you have for others considering SuperAnnotate?
My advice to others looking into using SuperAnnotate is to pay attention to what the tool will give them, as it actually helps to meet the client's requirements as per the guidelines provided. I wo...
 

Also Known As

Ataccama DQ Analyzer
No data available
 

Overview

 

Sample Customers

Société Générale, First Data, Raiffeisenbank International, T-Mobile, Avast, RSA, Toronto Public Library
Information Not Available
Find out what your peers are saying about Ataccama ONE Platform vs. SuperAnnotate and other solutions. Updated: July 2026.
909,725 professionals have used our research since 2012.