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AtScale Adaptive Analytics (A3) vs ThoughtSpot 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

AtScale Adaptive Analytics ...
Ranking in BI (Business Intelligence) Tools
52nd
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
Data Virtualization (7th), Data Governance (49th), BI on Hadoop (1st)
ThoughtSpot
Ranking in BI (Business Intelligence) Tools
10th
Average Rating
8.0
Reviews Sentiment
6.6
Number of Reviews
18
Ranking in other categories
Data Visualization (9th), Embedded BI (6th)
 

Mindshare comparison

As of April 2026, in the BI (Business Intelligence) Tools category, the mindshare of AtScale Adaptive Analytics (A3) is 0.5%, up from 0.3% compared to the previous year. The mindshare of ThoughtSpot is 1.6%, up from 1.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
BI (Business Intelligence) Tools Mindshare Distribution
ProductMindshare (%)
ThoughtSpot1.6%
AtScale Adaptive Analytics (A3)0.5%
Other97.9%
BI (Business Intelligence) Tools
 

Featured Reviews

it_user822762 - PeerSpot reviewer
Senior BI and Reporting Analyst at a financial services firm with 10,001+ employees
The GUI interface is nice and easy to use, but the organization of the icons is not saved across users
Connecting to a Hadoop database to create a cube to connect to Tableau. We want to be able to easily create cubes which can be connected to Tableau for visualization The product had many issues. We had great collaboration with the product development team, but the product was not able to meet our…
Purity Wairimu - PeerSpot reviewer
Financial Analyst at Nestlé
Self-service analytics has empowered teams and now drives faster data-driven decisions
I have an experience of four years using ThoughtSpot. ThoughtSpot is very easy to use. Even non-technical users find it very easy to use and user-friendly. Some of the best features ThoughtSpot offers are innovation, ease of use, and data analytics. Reporting development is also pretty easy, making complex formulas slightly easier. Additionally, dashboarding for non-technical people, easy search of data, ease of getting insights, AI-driven analytics, and the ability to easily build charts are highlights. ThoughtSpot also offers data connection with live data sources. ThoughtSpot's scalability is impressive; it can handle large data easily, and performance has been powerful and reliable. The AI-driven analytics capabilities in ThoughtSpot help to predict future outcomes and are very helpful in tracking data, and performance is great.

Quotes from Members

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

Pros

"The GUI interface is nice and easy to use."
"The GUI interface is nice and easy to use."
"They have implemented something called Spotter, which provides the end user with a Google-style analytics solution to deliver quick insights without extensive training or requiring an analyst for reports."
"I would say the return on investment is good. Whatever we invested, we got results. We have been finding it easy to use and onboard new use cases."
"Stability is very important, and ThoughtSpot performs well."
"ThoughtSpot is much easier to work with and maintain than other BI solutions, and it significantly reduces costs related to manual labor."
"It is easy to set up the solution."
"The point which I found to be a strength point for Domo was collaboration while building dashboards and pipelines, and the volume of data it used to handle."
"The tool is user-friendly for the end users."
"The tool is user-friendly for the end users."
 

Cons

"There was an issue with the incremental aggregation not working as indicated."
"The product was not able to meet our 10 second refresh requirements."
"The organization of the icons is not saved across users."
"The product was not able to meet our 10 second refresh requirements."
"The customer service and support are not good. I stopped opening tickets due to insufficient and untimely responses."
"Some areas for improvement include the pixel-perfect dashboards, which are not as refined as those in Tableau."
"The most difficult thing I found is that it only deals with the files and does not have direct connectivity to databases."
"A crucial feature we needed is missing, which involves restricting views of certain KPIs when users select conflicting parameters. We had to create a workaround, which impacted performance by loading pinboards slowly."
"The one area of the solution that I do hear needs improvement is on the visualization front."
"The visualization customization needs improvement."
"Although it's a very nice feature to have, I don't think that is something which can survive alone."
"The dashboards could give you more ability to fine tune the appearance. You get a great deal more control over how something looks in Power BI than you do in ThoughtSpot."
 

Pricing and Cost Advice

Information not available
"I give the pricing a six out of ten."
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Top Industries

By visitors reading reviews
Healthcare Company
13%
Financial Services Firm
11%
Manufacturing Company
11%
Computer Software Company
9%
Financial Services Firm
17%
Manufacturing Company
9%
Computer Software Company
9%
Healthcare Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise1
Large Enterprise14
 

Questions from the Community

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What is your experience regarding pricing and costs for ThoughtSpot?
The pricing, setup cost, and licensing for ThoughtSpot are competitive, and it is a very user-friendly tool compared to its competitors. Setting it up was easy and straightforward.
What needs improvement with ThoughtSpot?
The customizability of the visualization live boards should be improved. Additional support for more data warehouse systems is needed, as data does not always match sometimes. Sophisticated data mo...
What is your primary use case for ThoughtSpot?
My name is Peter Chemo, a Financial Analyst at Nesto. One of the major challenges that ThoughtSpot solves is reducing the dependency on data teams for reports and insights. ThoughtSpot also integra...
 

Also Known As

AtScale, AtScale Intelligence Platform
No data available
 

Overview

 

Sample Customers

Rakuten, TD Bank, Aetna, Glaxo-Smith Kline, Biogen, Toyota, Tyson
Primary Capital Mortgage, Sterling Backcheck, RichRelevance, Rambus, Batteries Plus Bulbs
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