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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."
"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."
"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 scalability is good."
"The ability to do ad hoc explorations of data has been most valuable."
"The self-service analytics capabilities are unrivaled, making it a top-notch solution."
"ThoughtSpot has helped my team by reducing the workload of each of our team members by 4-8 hours per week, which we no longer have to spend on ad hoc requests."
"The main core of ThoughtSpot is to create models, connect data pipelines, and create business models and dashboards on top of them."
"It is easy to set up the solution."
 

Cons

"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."
"Some areas for improvement include the pixel-perfect dashboards, which are not as refined as those in Tableau."
"I encountered limitations mainly around UI and dashboard configuration."
"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."
"Currently, we notice a bug in ThoughtSpot when Spotter joins different data sets extracted from Snowflake or produced by SQL."
"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 customer service and support are not good. I stopped opening tickets due to insufficient and untimely responses."
"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 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
14%
Manufacturing Company
13%
Comms Service Provider
12%
Construction Company
10%
Financial Services Firm
13%
Manufacturing Company
9%
Outsourcing Company
7%
Computer Software 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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