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AtScale Adaptive Analytics (A3) vs ThoughtSpot comparison

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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 (43rd), BI on Hadoop (1st)
ThoughtSpot
Ranking in BI (Business Intelligence) Tools
7th
Average Rating
8.0
Reviews Sentiment
6.7
Number of Reviews
21
Ranking in other categories
Data Visualization (7th), Embedded BI (2nd)
 

Mindshare comparison

As of September 2026, in the BI (Business Intelligence) Tools category, the mindshare of AtScale Adaptive Analytics (A3) is 0.5%, up from 0.5% 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."
"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."
"ThoughtSpot takes the modifying of existing reports out of our hands."
"Stability is very important, and ThoughtSpot performs well."
"The tool is user-friendly for the end users."
"ThoughtSpot saves a significant amount of time compared to other tools and is very user-friendly."
"The scalability is good."
"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."
"The most valuable feature is probably the core functionality itself, which is the ability to search and drill down into any data right out of the box."
 

Cons

"The product was not able to meet our 10 second refresh requirements."
"The organization of the icons is not saved across users."
"There was an issue with the incremental aggregation not working as indicated."
"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."
"I would like to see more flexibility in adding the pins. Currently, we have four different sizes in which I can add pins, but I would like to be able to resize my pins."
"I encountered limitations mainly around UI and dashboard configuration."
"If I want to order columns, this feature is not there."
"The visualization customization needs improvement."
"ThoughtSpot lacks an intermediate layer for data loading, unlike Qlik, which affects dashboard stability when the database has issues."
"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."
"Currently, we notice a bug in ThoughtSpot when Spotter joins different data sets extracted from Snowflake or produced by SQL."
 

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
14%
Comms Service Provider
14%
Manufacturing Company
12%
Construction Company
10%
Financial Services Firm
13%
Manufacturing Company
9%
Outsourcing Company
7%
Construction Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business5
Midsize Enterprise1
Large Enterprise19
 

Questions from the Community

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What is your experience regarding pricing and costs for ThoughtSpot?
My experience with pricing, setup cost, and licensing is that I was not part of the pricing discussions. One thing I can provide is that they are being very flexible with the limits, and they also ...
What needs improvement with ThoughtSpot?
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 visualizatio...
What is your primary use case for ThoughtSpot?
My main use case for ThoughtSpot is to provide self-service analytics capabilities for our company and the business stakeholders. As the manager of the data analytics team, we are managing ThoughtS...
 

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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