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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
50th
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
Data Virtualization (7th), Data Governance (45th), 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 (10th), Embedded BI (6th)
 

Mindshare comparison

As of May 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 1.7%, 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 (%)
ThoughtSpot1.7%
AtScale Adaptive Analytics (A3)0.5%
Other97.8%
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."
"The main core of ThoughtSpot is to create models, connect data pipelines, and create business models and dashboards on top of them."
"ThoughtSpot excels in being self-service oriented, allowing users who aren't developers to easily create their own reports and visualizations, making it very intuitive."
"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."
"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."
"It's easy to drill down or expand data to get more details right out of the box."
"ThoughtSpot empowers businesses to make informed decisions by providing real-time data insights."
"The self-service analytics capabilities are unrivaled, making it a top-notch solution."
"The scalability is good."
 

Cons

"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."
"There was an issue with the incremental aggregation not working as indicated."
"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."
"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."
"The one area of the solution that I do hear needs improvement is on the visualization front."
"A customized visualization is lacking in this product."
"The customer service and support are not good. I stopped opening tickets due to insufficient and untimely responses."
"ThoughtSpot lacks an intermediate layer for data loading, unlike Qlik, which affects dashboard stability when the database has issues."
"The support team gets a six out of ten. They are not as proactive."
 

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%
Computer Software Company
10%
Manufacturing Company
10%
Financial Services Firm
17%
Manufacturing Company
10%
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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