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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
47th
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
Data Virtualization (7th), Data Governance (46th), BI on Hadoop (1st)
ThoughtSpot
Ranking in BI (Business Intelligence) Tools
11th
Average Rating
8.0
Reviews Sentiment
6.6
Number of Reviews
18
Ranking in other categories
Data Visualization (10th), Embedded BI (4th)
 

Mindshare comparison

As of June 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 1.5% 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 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."
"ThoughtSpot is much easier to work with and maintain than other BI solutions, and it significantly reduces costs related to manual labor."
"The scalability is good."
"The main core of ThoughtSpot is to create models, connect data pipelines, and create business models and dashboards on top of them."
"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."
"The ability to do ad hoc explorations of data has been most valuable."
"Stability is very important, and ThoughtSpot performs well."
"ThoughtSpot saves a significant amount of time compared to other tools and is very user-friendly."
 

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."
"Although it's a very nice feature to have, I don't think that is something which can survive alone."
"The customizability of the visualization live boards should be improved."
"A customized visualization is lacking in this product."
"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."
"The one area of the solution that I do hear needs improvement is on the visualization front."
"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."
"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."
 

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%
Manufacturing Company
13%
Construction Company
9%
Financial Services Firm
9%
Financial Services Firm
15%
Manufacturing Company
10%
Computer Software Company
8%
Construction 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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