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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
57th
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
Data Virtualization (6th), Data Governance (47th), BI on Hadoop (2nd)
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 February 2026, in the BI (Business Intelligence) Tools category, the mindshare of AtScale Adaptive Analytics (A3) is 0.4%, up from 0.3% compared to the previous year. The mindshare of ThoughtSpot is 1.5%, up from 1.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
BI (Business Intelligence) Tools Market Share Distribution
ProductMarket Share (%)
ThoughtSpot1.5%
AtScale Adaptive Analytics (A3)0.4%
Other98.1%
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."
"I like ThoughtSpot's search capabilities. You can also create custom analytics even if you aren't an experienced data analyst. We have users with no data analytics experience making some of the dashboards we've created, copying components, and customizing them to their specific use cases."
"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."
"ThoughtSpot saves a significant amount of time compared to other tools and is very user-friendly."
"The main core of ThoughtSpot is to create models, connect data pipelines, and create business models and dashboards on top of them."
"This tool has really improved our decision-making by 70 to 80% because we are able to rely on insights from different data sources from different departments."
"ThoughtSpot takes the modifying of existing reports out of our hands."
"The tool is user-friendly for the end users."
"ThoughtSpot empowers businesses to make informed decisions by providing real-time data insights."
 

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 visualization customization needs improvement."
"In terms of features, I'd like to be able to pivot data - for example, going from rows to columns. It's not easy to do."
"The customizability of the visualization live boards should be improved."
"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."
"ThoughtSpot is a fairly new product, so some usability aspects aren't as mature as we'd like them to be. One example is their organizational methodology, like how objects are organized in their dashboards inside the product. They're all on a flat list, which works if you've got five or 10 dashboards. However, it's insufficient when you're a large enterprise with multiple groups looking at the same dashboards. It isn't organized well."
"Some areas for improvement include the pixel-perfect dashboards, which are not as refined as those in Tableau."
"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."
"A customized visualization is lacking in this product."
 

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
Financial Services Firm
17%
Healthcare Company
14%
Manufacturing Company
11%
Media Company
10%
Financial Services Firm
18%
Manufacturing Company
10%
Computer Software Company
10%
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 is on the higher end but reasonable for what ThoughtSpot offers.
What needs improvement with ThoughtSpot?
There should be a free version of it for people to learn easily so that they get adapted easily and get used to supporting the Domo community, which is something very important. The certification c...
What is your primary use case for ThoughtSpot?
I had some experience with ThoughtSpot. It was a very limited use case, as I was just a part of a POC, so I cannot really comment.
 

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
Find out what your peers are saying about Microsoft, Salesforce, Domo and others in BI (Business Intelligence) Tools. Updated: February 2026.
881,707 professionals have used our research since 2012.