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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
23rd
Average Rating
7.8
Reviews Sentiment
6.7
Number of Reviews
15
Ranking in other categories
Data Quality (4th), Data Scrubbing Software (3rd), Master Data Management (MDM) Software (4th), Data Governance (13th)
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 July 2026, in the AI Observability category, the mindshare of Ataccama ONE Platform is 0.4%. The mindshare of SuperAnnotate is 0.4%. It is calculated based on PeerSpot user engagement data.
AI Observability Mindshare Distribution
ProductMindshare (%)
Ataccama ONE Platform0.4%
SuperAnnotate0.4%
Other99.2%
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

"The product’s important feature is data profiling and quality check."
"The notable aspect lies in the workflow structure, where building the workflow aligns significantly with data governance."
"Ataccama ONE Platform goes to some large corporations, we are using it for very big data, there is a lot of data being processed by Ataccama in our organization, and it is very good in scalability."
"The desktop version of the solution was particularly valuable to me, primarily for creating components. We opted for the data quality aspect to assess the quality of our data warehouse. The functionalities available allowed us to not only check data quality but also serve as an ETL tool. This versatility enabled data transformation and storage in various formats, including files on platforms like SharePoint or local online directories. The flexibility of the tool catered to the specific needs of those building components, contributing to our desired outcomes."
"The drag-and-drop feature is incredibly flexible and straightforward."
"Ataccama ONE Platform has positively impacted my organization by being much cheaper compared to other DQ tools and providing very good support."
"For small databases, it is fast and convenient."
"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."
"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

"There is a notable challenge in having to provide detailed filters before the site recognizes the search criteria."
"When hybrid deployment is done, it doesn't have an option to load any kind of file directly into Ataccama ONE Platform."
"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."
"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."
"The interfacing to tools such as Collibra was somewhat cumbersome and required more thought."
"I would not say Ataccama ONE Platform is one hundred percent stable. I would rate it at seventy percent stable."
"They could focus more on marketing the product. The current marketing strategy is not working."
"Although DQA can fetch data from most of the commonly used data sources, it has limited modifiers to get data, meaning that the number of technologies from which the data can be acquired is limited. For example, DQA does not support fetching data from Twitter or Facebook. Many competitors have this feature."
"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

"There is no need to buy a license. You can just download it and use it for free."
"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."
"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."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
12%
Manufacturing Company
11%
Energy/Utilities 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 Enterprise11
No data available
 

Questions from the Community

What needs improvement with Ataccama ONE Platform?
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 n...
What is your primary use case for Ataccama ONE Platform?
My main use case for Ataccama ONE Platform is to develop data quality rules, apply them in the monitoring project, and then triage the issues with the data quality rules. For example, we had a proj...
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?
SuperAnnotate can be improved, but I think all the essentials are already there. For the tasks I am working on, transcription and classification for audio files, everything I needed was available. ...
What is your primary use case for SuperAnnotate?
My main use case for SuperAnnotate is transcribing children's audio transcriptions on a project that was six months long. I have worked on SuperAnnotate performing classification tasks as well as t...
What advice do you have for others considering SuperAnnotate?
In terms of collaboration, I appreciate the way the entire transcription pipeline is structured in SuperAnnotate because my project had many different phases in terms of the types of tasks that wer...
 

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
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