No more typing reviews! Try our Samantha, our new voice AI agent.

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
45th
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
Data Virtualization (7th), Data Governance (44th), BI on Hadoop (1st)
ThoughtSpot
Ranking in BI (Business Intelligence) Tools
12th
Average Rating
8.0
Reviews Sentiment
6.7
Number of Reviews
20
Ranking in other categories
Data Visualization (11th), Embedded BI (4th)
 

Mindshare comparison

As of August 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 1.6% 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 main core of ThoughtSpot is to create models, connect data pipelines, and create business models and dashboards on top of them."
"We basically achieved 80% monthly active users and 65% weekly active users in ThoughtSpot in a consistent way, so those numbers speak for themselves in terms of how the data now is embedded within the day-to-day and also more strategic operations."
"The self-service analytics capabilities are unrivaled, making it a top-notch solution."
"ThoughtSpot saves a significant amount of time compared to other tools and is very user-friendly."
"I would recommend ThoughtSpot because I had a good experience working with it."
"It is easy to set up the solution."
"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."
"Productivity has increased significantly and is very measurable, for example, some of our clients used other tools previously that required everything to be built manually, but with ThoughtSpot, we could replace all of the dashboards in less than a month, which would have taken up to a year before."
 

Cons

"The organization of the icons is not saved across users."
"There was an issue with the incremental aggregation not working as indicated."
"The product was not able to meet our 10 second refresh requirements."
"If I want to order columns, this feature is not there."
"The prediction model needs improvement. While NLQ is working perfectly fine and the data understanding capabilities of ThoughtSpot are good, there is room for improvement."
"The support team gets a six out of ten. They are not as proactive."
"The one area of the solution that I do hear needs improvement is on the visualization front."
"ThoughtSpot needs to improve because all visualization tools such as Power BI and other BI tools are also using AI to make dashboard creation more efficient."
"I encountered limitations mainly around UI and dashboard configuration."
"ThoughtSpot could be improved in that the only part where ThoughtSpot is lacking compared to the more traditional players such as Tableau and Power BI is regarding the options with the visualizations and the customizations abilities for those visualizations."
"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."
report
Use our free recommendation engine to learn which BI (Business Intelligence) Tools solutions are best for your needs.
910,005 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Healthcare Company
14%
Manufacturing Company
13%
Construction Company
10%
Financial Services Firm
10%
Financial Services Firm
14%
Manufacturing Company
10%
Computer Software Company
7%
Construction Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business5
Midsize Enterprise1
Large Enterprise18
 

Questions from the Community

Ask a question
Earn 20 points
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
Find out what your peers are saying about Microsoft, Salesforce, SAP and others in BI (Business Intelligence) Tools. Updated: August 2026.
910,005 professionals have used our research since 2012.