# ThoughtSpot Reviews **Vendor:** ThoughtSpot **Category:** [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations) **Average Rating:** 4.4/5.0 **Total Reviews:** 330 ## About ThoughtSpot ThoughtSpot is the Agentic Analytics Platform company for the enterprise. With natural language and AI, ThoughtSpot empowers everyone in an organization to ask data questions, get answers, and take action. Code-first for data teams and code-free for business users, ThoughtSpot is intuitive enough for anyone to use, yet built to handle large, complex cloud data at scale. Customers like Coca-Cola, Hilton Worldwide, and Capital One are unlocking the full potential of their data with ThoughtSpot. ## ThoughtSpot Pros & Cons **What users like:** - Users value the **ease of use** in ThoughtSpot, finding it simple to understand and build insightful answers. (63 reviews) - Users appreciate the **real-time insights** from ThoughtSpot, driving organizational growth through actionable AI analytics. (43 reviews) - Users value the **comprehensive analytics** of ThoughtSpot, enabling detailed data insights and efficient engagement tracking. (31 reviews) - Users highlight the **intuitive search-based interface** of ThoughtSpot, enabling anyone to engage with data effortlessly. (23 reviews) - Users value the **flexible and intuitive data visualization** in ThoughtSpot, enhancing understanding and accessibility for all. (21 reviews) - Data Analysis (19 reviews) - Efficiency (18 reviews) - User Interface (16 reviews) - Users value the **excellent customer support** from ThoughtSpot, enhancing their experience with engaging and responsive assistance. (14 reviews) - Data Handling (14 reviews) **What users dislike:** - Users face a **learning curve** with ThoughtSpot, especially if unfamiliar with analytics or data visualization. (23 reviews) - Users find the **missing features** in ThoughtSpot frustrating, especially with non-reusable components and limited visualization options. (13 reviews) - Users find the **learning difficulty** of ThoughtSpot requires some initial setup and IT support but leads to powerful insights. (8 reviews) - Users find the **complexity of setup and configuration** in ThoughtSpot challenging, particularly with large data sets. (7 reviews) - Users face **limited customization** options in ThoughtSpot, affecting the ability to tailor search visualizations effectively. (7 reviews) - Users find the **difficult learning curve** of ThoughtSpot challenging, needing time to master its advanced features. (6 reviews) - Users find ThoughtSpot's pricing to be **expensive** , especially as query consumption increases, impacting affordability for smaller businesses. (6 reviews) - Initial Difficulty (6 reviews) - Limited Visualization (6 reviews) - Users are frustrated by **slow bug resolution** in ThoughtSpot, feeling that this issue is not prioritized adequately. (5 reviews) ## ThoughtSpot Reviews ### 1. Powerful and easy to use **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Logistics and Supply Chain | Small-Business (50 or fewer emp.) **Reviewed Date:** October 27, 2022 **What do you like best about ThoughtSpot?** Easy to set up data sources. The natural language queries work as expected in most cases; I like the ability to set up synonyms in order to make them more successful for business users. **What do you dislike about ThoughtSpot?** The user experience for creating joins could be improved. It would be nice to create joins directly in the schema viewer, rather than having to navigate to each table individually. **What problems is ThoughtSpot solving and how is that benefiting you?** ThoughtSpot makes it fast for users to get answers from the data without needing to know SQL. It also cuts down on requests to modify existing dashboards in tools such as Tableau. ### 2. Best for analyzing and reporting of data **Rating:** 4.5/5.0 stars **Reviewed by:** Harikishan M. | Software Engineer, Information Technology and Services, Small-Business (50 or fewer emp.) **Reviewed Date:** March 07, 2023 **What do you like best about ThoughtSpot?** Easy to use and ThoughtSpot uses natural language processing to answer questions. **What do you dislike about ThoughtSpot?** Sometimes it is complex to setup and configure. **What problems is ThoughtSpot solving and how is that benefiting you?** ThoughtSpot helps to analyze and report on data quickly. ### 3. Systematized dashboard **Rating:** 4.5/5.0 stars **Reviewed by:** Mark N. | A/R Supervisor, Mid-Market (51-1000 emp.) **Reviewed Date:** January 17, 2023 **What do you like best about ThoughtSpot?** Self-service platform that's fast and flexible and provides automated insights discovery. It's fantastic how it suggests questions to users that they wouldn't think of asking. **What do you dislike about ThoughtSpot?** Is lacking in terms of overall cosmetic customizations. **What problems is ThoughtSpot solving and how is that benefiting you?** It is used for pricing and bid desk analytics, supplies management, and channel performance qand profitability. ### 4. I Never Thought I would Get a Solution like ThoughtSpot **Rating:** 4.0/5.0 stars **Reviewed by:** Jim S. | Pro-Hacker, Mid-Market (51-1000 emp.) **Reviewed Date:** December 20, 2022 **What do you like best about ThoughtSpot?** 1. ThoughtSpot was easy to deploy, implement and use. 2. It's effective in data analyzation as a result of robust BI and cloud analytics tools. **What do you dislike about ThoughtSpot?** -Unfortunately, there's no cloud console for ThoughtSpot like that of AWS. **What problems is ThoughtSpot solving and how is that benefiting you?** - Unlocking millions of insights from data. - preserving business context by connecting data to analytics. ### 5. Process Quality Engineer **Rating:** 5.0/5.0 stars **Reviewed by:** Alfred C. | Process Quality Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** January 09, 2023 **What do you like best about ThoughtSpot?** Show the data to us in a more vivid form for our understanding **What do you dislike about ThoughtSpot?** I hope there can be more diversified ways to show data to us **What problems is ThoughtSpot solving and how is that benefiting you?** more language ### 6. Digital and Advanced Analytical Platform **Rating:** 4.5/5.0 stars **Reviewed by:** Laban P. | Database Analytical Expert, Mid-Market (51-1000 emp.) **Reviewed Date:** August 27, 2022 **What do you like best about ThoughtSpot?** ThoughtSpot is a digitized analytical platform, that relies on factual and realistic database for efficient decision rule. Besides, ThoughtSpot uses AI and natural language, to offer insights that are innovative and cloud based. **What do you dislike about ThoughtSpot?** ThoughtSpot applies all the digital solutions to make perfect analytical processes, and every employee has the privilage of acquiring data from the data stack. **What problems is ThoughtSpot solving and how is that benefiting you?** ThoughtSpot is a cloud based avenue, that supports and improve fact driven decison, through the modern analytics. Moreso, ThoughtSpot is a low code platform, that gives consumer based anlytics, to improve satisfaction and product loyalty. ### 7. Perform self service analytics with thoughtspot even with no technical knowledge **Rating:** 5.0/5.0 stars **Reviewed by:** Isaac N. | IT operations associate, Enterprise (> 1000 emp.) **Reviewed Date:** January 31, 2022 **What do you like best about ThoughtSpot?** My favourite feature of thoughtspot is how it enables you to perform a real time search on cloud databases like snowflake and big query. I also like the speed with which you can perform search with large data sets. The natural language processing is another key feature of thoughtspot as it allows you to search in natural language. The ease of use of this tool is also outstanding.I like how this tool allows anyone to comfortably analyze data without the need of having a data analyst. SpotIQ is another outstanding feature that allows you to get insights that you would otherwise have missed. **What do you dislike about ThoughtSpot?** I do not have anything that I dislike about thoughtspot because it has met all our expectations since implementation. Querying is quite simple with this tool. It uses machine learning and AI capabilities to give you an amazing user experience. **What problems is ThoughtSpot solving and how is that benefiting you?** We use thoughtspot in our company to get insights from our company data which are very important in the decision making process. Its intuitive nature has enabled more people in our company to perform data analytics even with no technical knowledge on this field. This has brought self service analytics for users. It is also used to generate reports. ### 8. The Emperor Tool For Data Analytics And Data Modeling . **Rating:** 5.0/5.0 stars **Reviewed by:** Lori G. | Information Technology Manager, Logistics and Supply Chain, Enterprise (> 1000 emp.) **Reviewed Date:** February 10, 2022 **What do you like best about ThoughtSpot?** Quick data discovery. It Has a very simple-to-use interface. Excellent data modeling. It gives easy data access **What do you dislike about ThoughtSpot?** I have not experienced any downsides of the tool. **Recommendations to others considering ThoughtSpot:** I would recommend Thoughtspot to anyone and to any company for it is a very easy to use cloud with free trials. Also, it has an excellent and responsive support data visualization functionalities giving the best. **What problems is ThoughtSpot solving and how is that benefiting you?** Excellent data visualization Easy data discovery Fast in data analytics and data modeling ### 9. Thoughtspot review **Rating:** 4.0/5.0 stars **Reviewed by:** Nancy R. | Client finance Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** June 14, 2022 **What do you like best about ThoughtSpot?** I like how it is an reliable business intelligence platform that is capable of drilling down data in a matter of second's and fetching the right data unlike other similar platforms. Also I like it's Artificial Intelligence technique that helps us to discover actionable insights from our data sources. Also I like how fast it is since it has it's own memory. Has amazing customer support that keeps one to enjoy to work with this amazing platform. **What do you dislike about ThoughtSpot?** Cant think of any dislike,,since it serves me well! **Recommendations to others considering ThoughtSpot:** Yes **What problems is ThoughtSpot solving and how is that benefiting you?** Has alot of values features like access control,easy data share, download and schedule's. With it you can easily create your own reporting with graph's and charts and get complex summaries. ### 10. My overall experience with Thoughtspot **Rating:** 4.5/5.0 stars **Reviewed by:** Eli Z. | Chief digital officer, Mid-Market (51-1000 emp.) **Reviewed Date:** June 15, 2022 **What do you like best about ThoughtSpot?** I like how it have higher assertiveness rates and speed in demonstrating data. Also I like how it has collaborated in decision making and better understanding of business processes involving partners and clients. Also I like how accurate and intuitive it is with it's presentation of visual dashboards and graphs. Also it's a great product that saves time and efforts. **What do you dislike about ThoughtSpot?** Sometimes it's customer support delay in answering queries which is sometimes annoying. **Recommendations to others considering ThoughtSpot:** I would encourage everyone to embrace the tool,nd they won't regret. **What problems is ThoughtSpot solving and how is that benefiting you?** It's very user friendly for business analyst. Has very intuitive interface that are great to work with. It's quick in retrieving data unlike other similar platforms. ### 11. Most powerful analytic platform that we have! **Rating:** 4.5/5.0 stars **Reviewed by:** Joseph_ t. | Wireless technician, Mid-Market (51-1000 emp.) **Reviewed Date:** June 11, 2022 **What do you like best about ThoughtSpot?** I like how it has artificial intelligence to analyze complex and large data in a short time. Also I like how it provides one with SQL with any search that one does. It's very user friendly and with customized interface. Also I like how fast and accurate it is with content filter. Also it is very fast in retrieving data. **What do you dislike about ThoughtSpot?** Honestly since I started using this great platform I haven't experienced any major flaws while working with it. **What problems is ThoughtSpot solving and how is that benefiting you?** It has given some automated insights from data. It provides a large variety of visualization. It has reduced our overall cost in our organization. Also it has increased productivity in our business. ### 12. Very Intuitive and efficient to work with **Rating:** 4.5/5.0 stars **Reviewed by:** Jennifer K. | Program Associate, Small-Business (50 or fewer emp.) **Reviewed Date:** June 14, 2022 **What do you like best about ThoughtSpot?** It's very fantastic to work with it. Also I like it's self service reporting visualization since it's unparalleled. With it you can easily gather insights on your data very fast. Also it's very straightforward in it's technical deployment. Very pocket friendly. **What do you dislike about ThoughtSpot?** Thoughtspot is a very good analytical tool which has created more advantage over other platforms ,so I have no dislike towards it. **Recommendations to others considering ThoughtSpot:** Yes,it's a powerful data Analytics and visualization solution that you will enjoy working with. **What problems is ThoughtSpot solving and how is that benefiting you?** It has worked so well for our organization,since it's cost effective,user friendly and has amazing features. Also it has made us to make faster and reliable solutions for our organization. ### 13. Thoughtspot-Analytical tool **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Small-Business (50 or fewer emp.) **Reviewed Date:** July 21, 2022 **What do you like best about ThoughtSpot?** Thoughtspot get linked with the ERP like SAP, ORACLE etc and can help to fetch reports from there directly. It also helps to save the required format of the report and can be used without changing the format again from scratch. **What do you dislike about ThoughtSpot?** Every time the date has to be changed as of today, to fetch the updated data, which should have been automatically. Nomenclature used in filters are not very friendly, and finds difficult to find and correlate. It can sometimes become unresponsive. **What problems is ThoughtSpot solving and how is that benefiting you?** Thoughtspot helps to fetch reports like open orders reports , suppliers performance, on time delivery etc. which can help to measure the buyers and suppliers performance. Also, not only data but it helps to have prepopulated graphical representation of data automatically saving time. ### 14. My thoughts towards Thoughtspot! **Rating:** 4.5/5.0 stars **Reviewed by:** Terry. B. | Human resource manager, Enterprise (> 1000 emp.) **Reviewed Date:** June 15, 2022 **What do you like best about ThoughtSpot?** It's very user friendly for business analyst as it's UI is very intuitive. It also handles data model Creation very easily. Also I like how it generates reports and visualization in a very clean way. It also provides good customer services and partnership that are reliable and able to solve issues quickly. Also with it you can easily do data exploration via natural search. **What do you dislike about ThoughtSpot?** Honestly,it's one of the best platform I have come across with, can't think of any dislike towards it. **What problems is ThoughtSpot solving and how is that benefiting you?** It's productivity gain is very enormous. It has enabled us to analyze data effectively. It's very economicall compared to other competitors. ### 15. Simple and effective tool for data analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Allison. K. | Program Associate, Small-Business (50 or fewer emp.) **Reviewed Date:** June 11, 2022 **What do you like best about ThoughtSpot?** I like how it is a modern data insight and analysis that comes with an easy and intuitive user interface that requires less knowledge to be it's user. Also I like how this tool allows anyone to comfortably analyze data without the need for a data analyst. It's very cost friendly and easy to manage compared to it's competitors. Also with it you can easily generate useful and valuable business or operational reports in a very easy. **What do you dislike about ThoughtSpot?** It should improve on more documents on how to filter data. **Recommendations to others considering ThoughtSpot:** Yes,to give it a try **What problems is ThoughtSpot solving and how is that benefiting you?** It's data modeling is great . Very user friendly and cost effective. ### 16. A versatile analytics tool that is great to work with! **Rating:** 4.5/5.0 stars **Reviewed by:** Meghan_ L. | Fund advisor, Mid-Market (51-1000 emp.) **Reviewed Date:** June 15, 2022 **What do you like best about ThoughtSpot?** I like how it normally provides SQL query to it's user's whenever they search anything. Also it's very simple to work with it since it does not require alot of technical knowledge so as to use it. It's also very fast and accurate in content filters. Also with it you can easily aggregate large amounts of data to identify any trends over time. **What do you dislike about ThoughtSpot?** Thoughtspot is well suited,so nothing to complain towards it **Recommendations to others considering ThoughtSpot:** Yes, it's great for analytics and search analytics capabilities. **What problems is ThoughtSpot solving and how is that benefiting you?** Has easy to use UI Has wide selections of visualization. It's very easy to deploy. Very user's friendly and easy to manage. ### 17. Great Insights for Modern problems/issues. **Rating:** 4.5/5.0 stars **Reviewed by:** John G. | Security Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** March 05, 2022 **What do you like best about ThoughtSpot?** Thoughtspot works like it was created to solve the data analytics and discoverey problems of modern times. I like the capability to provide very resourceful insights into our operations. We can identify loopholes like low-performing sectors in the company and work towards fixing them as soon as possible. Working in the company's back-end sector, I frequently run real-time searches on the databases, and I'm in love with the processing speed and the broad base results it provides. Thoughtspot is also easy to get around, and it has a low-code development arena for your preffered customization desires. **What do you dislike about ThoughtSpot?** I find loading scripts when you want to use them a clunky ordeal. For the two years I have used it's been working pretty well, and I wouldn't say there is a major alarming issue with Thoughtspot. **Recommendations to others considering ThoughtSpot:** I would encourage other businesses to embrace the tool. We have used it to generate in-depth reports and golden insights, and it works seamlessly; go for it! **What problems is ThoughtSpot solving and how is that benefiting you?** With Thoughspot, we have a centralized data visualization platform to obtain comprehensive insights and generate reports for the marketing team. The one or two times we've had issues with the performance, we raised it to customer support, and they resolved it quickly. For us, good communication means a lot. We are also empowered with a powerful data-discovery tool. ### 18. NLP BASED BI TOOL AT ITS EARLIER STAGE **Rating:** 2.5/5.0 stars **Reviewed by:** Pradeep p. | Associate Consultant, Enterprise (> 1000 emp.) **Reviewed Date:** July 06, 2021 **What do you like best about ThoughtSpot?** Plethora of key words available to search slice and dice data for business analysis and decision making on the spot for normal users, it is able to understand the layman language easily and eliminates the adhoc bi analysis **What do you dislike about ThoughtSpot?** Keywords can still be improved sometimes we need to use the keywords that are already available in the tool or it may struggle to understand the input keywords used by business users, concentrated on sales-related data, still in its earlier stage need improvement, advanced charts and analysis cannot be accomplished. Struggles to accomplish Custom Calculations specific to business requirements. **What problems is ThoughtSpot solving and how is that benefiting you?** we are trying to make use of ad-hoc analysis and provide flexibility for the users to choose the level of analysis to be performed (without going through the hassle of change required for base reports). This tool will be used as a secondary Report analysis module. ### 19. It's so easy even the most hesitant users are into it **Rating:** 5.0/5.0 stars **Reviewed by:** Hermen G. | Product Owner BI , Mid-Market (51-1000 emp.) **Reviewed Date:** May 11, 2022 **What do you like best about ThoughtSpot?** The ease of use of ThoughtSpot is amazing. No technical skills required at all. A quick 30 minute session is all it takes to get uses going! **What do you dislike about ThoughtSpot?** I don't dislike anything in the product. I'm eagerly awaiting additional features though! **Recommendations to others considering ThoughtSpot:** Don't overthink starting... start small grow fast worked wonders for us (including failing fast and adjust) **What problems is ThoughtSpot solving and how is that benefiting you?** We were challenged with a large backlog of data demands. By using ThoughtSpot we have been able to move most of this demand back to the requestor. That not only saves us time and money in the analyst/IT area, it also increased benefits on business side by having insights at the right time at the right place. ### 20. We just rolled out to key stakeholders a few months ago **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Entertainment | Mid-Market (51-1000 emp.) **Reviewed Date:** May 10, 2022 **What do you like best about ThoughtSpot?** It's the fastest way for stakeholders to get answers they need and share them without bogging down analysts with ad hoc requests. Search + liveboards are the features that sold us. **What do you dislike about ThoughtSpot?** Support tickets are sometimes slow to get addressed and solved. It would be nice if our stakeholders could more easily raise tickets on their own, but the account for ThoughtSpot Community is sometimes a barrier. **Recommendations to others considering ThoughtSpot:** Involve key stakeholders in the demo stage of the process so that you have a glimpse of how to drive adoption and how easy it will be to get the answers different stakeholders seek. **What problems is ThoughtSpot solving and how is that benefiting you?** Ad hocs are facing a bottleneck in our limited number of analysts, but growing number of members of other teams. The benefit has already been that curious stakeholders can dig into what they want and that's everyone from developers to product managers to sales team members. ### 21. ThoughtSpot: Great BI tool for your organization **Rating:** 4.5/5.0 stars **Reviewed by:** Aman Z. | Project Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** February 10, 2022 **What do you like best about ThoughtSpot?** ThoughtSpot is compatible with a wide range of data sources and is one of the most efficient and optimized platforms for business analytics. The UI is also very ergonomic and provides a smooth experience to the users. Also, with minimal IT knowledge, one can use ThoughtSpot very efficiently without any issues. Data visualization has also become very easy and helps us to generate comprehensive reports. **What do you dislike about ThoughtSpot?** The performance using large data sets is sluggish and I have faced lags while doing this. I feel like additional tutorials should be added to get the user acquainted with the platform much better. Assigning users with roles is a bit tricky and can be a tedious task. Other than this there have been no issues so far with ThoughtSpot. **What problems is ThoughtSpot solving and how is that benefiting you?** It has enabled us to gain insights into projects and business processes which has allowed us to make informed decisions. We have been able to run queries and perform analytics on huge sets of data without any hassle. All in all, it has benefited our organization greatly and helped us to scale our business substantially. ### 22. Thoughtspot potential with 'messy' data **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Enterprise (> 1000 emp.) **Reviewed Date:** February 10, 2022 **What do you like best about ThoughtSpot?** The speed at which ad hoc questions can be answered and visualized is a real strength of Thoughtspot. This allows both analysts and stakeholders to quickly find the information they need and move forward. **What do you dislike about ThoughtSpot?** Data structures require a substantial amount of work at the beginning of the project when you have messy data. Other BI tools allow you to code around some of these issues, but Thoughtspot really needs a strong data structure to produce accurate results. **Recommendations to others considering ThoughtSpot:** Consider what your ideal use case is and see if it is a fit. Will you still use other BI products? Is this a supplemental tool or the primary BI product. **What problems is ThoughtSpot solving and how is that benefiting you?** We are attempting to use Thoughtspot to answer ad hoc requests related to our financial datasets. We are analyzing 'cost per' metrics, variances, budgets, etc. and would like to free up our analysts by allowing stakeholders to answer their own questions from time to time. ### 23. great product for ad hoc data viz **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Hospitality | Enterprise (> 1000 emp.) **Reviewed Date:** October 31, 2022 **What do you like best about ThoughtSpot?** ease of use, ease of integration, helpfulness of thoughtspot team when implementing **What do you dislike about ThoughtSpot?** nothing - it just took a while for the organization to make the decision - very happy with thoughtspot **What problems is ThoughtSpot solving and how is that benefiting you?** ad hoc data viz; easy to ask questions and get answers with data; easy to get data into decision makers hands ### 24. Analyze your business needs with ThoughtSpot **Rating:** 4.5/5.0 stars **Reviewed by:** Osihar Y. | Associate Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** January 20, 2022 **What do you like best about ThoughtSpot?** ThoughtSpot is one of the most optimized analytics platforms, it has helped us to get detailed and comprehensive insights on our business processes with the help of its analytics functionalities. Data visualization has become highly efficient and easy, which has saved a considerable amount of time for us. The platform is fast and can perform complex tasks with ease and with no issues. Also, the NLP capabilities are top-notch. **What do you dislike about ThoughtSpot?** As we have a scaling need in terms of data storage the costing model is very high for us and has caused some issues. Bugs such as loading data from other sources, issues while saving files are frequent and could be fixed to create a smoother user experience. Implementation for any organization could be a tedious task. **What problems is ThoughtSpot solving and how is that benefiting you?** We have initially set up a reporting platform wherein complex reports on basis of a high-level analysis of data can be generated which allows us to have a better understanding of our processes. Many of our analyses used to take up a significant amount of time to be carried out. This has been reduced as the capability of ThoughtSpot is really great. ### 25. ThoughtSpot A Business Intelligent solution **Rating:** 4.0/5.0 stars **Reviewed by:** Adnan A. | Information Technology Lecturer, Small-Business (50 or fewer emp.) **Reviewed Date:** March 05, 2022 **What do you like best about ThoughtSpot?** When we need drag and drop compatibility and cross-culture analysis, then we need thoughtspot. Thoughtspot provides a powerful search to the user regarding data. Data scaling is the best feature of that platform. **What do you dislike about ThoughtSpot?** It would be extraordinary on the off chance that ThoughtSpot can add the component to the channel by tapping on representations. i.e., assuming I click on a specific element in the diagram, assuming the full dashboard can channel only for that specific item. **Recommendations to others considering ThoughtSpot:** I highly recommend that software. **What problems is ThoughtSpot solving and how is that benefiting you?** It gives easy-to-use admittance to complex examination for those with restricted program insight. It has a fair estimating model with limitless clients that compensation for the information handling use. It gives great client care and association that is dependable and ready to address issues rapidly. ### 26. SpotIQ Reviews **Rating:** 4.5/5.0 stars **Reviewed by:** Mohamed A. | Head Section Archive, Small-Business (50 or fewer emp.) **Reviewed Date:** December 21, 2021 **What do you like best about ThoughtSpot?** SpotIQ is a wholly highlighted Artificial Intelligence Software intended to serve Agencies, Enterprises. This web-based Artificial Intelligence framework offers Self Service Data Preparation, Predictive Analytics, Data Classification, Sensitive Data Identification, Contextual Search in one spot. **What do you dislike about ThoughtSpot?** it requires some more docs on the most proficient method to channel information fittingly Investigating information stacking scripts before utilizing them (Simulation) Perception choices and realistic tones can be improved **Recommendations to others considering ThoughtSpot:** Best SpotIQ rehearses Gain proficiency with the SpotIQ best practices. The SpotIQ highlight works without you busy, however pressing a button. Nonetheless, similar to some other components, you can do things to improve the element. This page contains some prescribed procedures you can use to make SpotIQ more successful when you use it. When to conjure SpotIQ Assuming you followed the instructional exercise, you realize that right after transferring information is a fun opportunity to run Auto Analyze. SpotIQ can rapidly assist you with tracking down bits of knowledge in your information Start from a Search. Enter a solitary measure in the bar, one you need to investigate! Then, at that point, pick Actions Auto Analyze on the outcomes. You are choosing the single measure centers SpotIQ. Utilize Custom Analyze to concentration or change the SpotIQ results. While you are enticed to keep every one of the sections, killing some can likewise bring about a superior investigation. **What problems is ThoughtSpot solving and how is that benefiting you?** SpotIQ A many individuals making experiences can amount to a great deal of information lying around. Similarly as water ascending in a bath can flood or admirable motivation an issue you need to swim through, an excessive amount of information can make a ton of old reports to filter through. ### 27. My ThoughtSpot Thoughts **Rating:** 3.5/5.0 stars **Reviewed by:** Jessica W. | Sales Development Representative, Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2022 **What do you like best about ThoughtSpot?** ThoughtSpot allocates AI and search tools which makes it easy to discover hidden insights in geospatial, structured and unstructured data. **What do you dislike about ThoughtSpot?** Mobile app do not encompass all features available on cloud solution. Highly expensive but it is worth the impact. **What problems is ThoughtSpot solving and how is that benefiting you?** Self-service data preparation tools save time by searching data through AI. Unlocking insights stacked on all forms of data. ### 28. My Thoughts on ThoughtSpot Utilization **Rating:** 3.0/5.0 stars **Reviewed by:** Rodimiro C. | Director of HR and People Operations, Mid-Market (51-1000 emp.) **Reviewed Date:** June 14, 2022 **What do you like best about ThoughtSpot?** With ThoughtSpot, it is seamless to visualize data automatically by modeling, preparing and visualizing data across multi-cloud and on-premise repositories. **What do you dislike about ThoughtSpot?** Unavailability of mobile app is among the worst aspect about this tool. It's pricey although the results are remarkable. **What problems is ThoughtSpot solving and how is that benefiting you?** It makes it easy to connect to both cloud and on-premise data warehouse for real-time visualization. ### 29. Aditya Prakash Review **Rating:** 3.5/5.0 stars **Reviewed by:** Aditya P. | Business Intelligence Developer II, Enterprise (> 1000 emp.) **Reviewed Date:** May 10, 2022 **What do you like best about ThoughtSpot?** It is easy to get answers once we have the data set up. It is pretty fast as well. **What do you dislike about ThoughtSpot?** It would be nice to have the maps and some of the other visuals a bit more customizable. Another good feature to have is a filter option across the pinboard when a user click on visuals in the pinboard itself instead of using the filter options. **What problems is ThoughtSpot solving and how is that benefiting you?** Self search and adhoc requests ### 30. Best AI based data analyzer tool **Rating:** 4.5/5.0 stars **Reviewed by:** Naveed H. | Web Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** March 02, 2022 **What do you like best about ThoughtSpot?** ThoughtSpot keeps my data fully protected. . The best thing is you can get alerts. ThoughtSpot is easy to use. Searching has become so much easy, bulk of data can be analyzed in no time. **What do you dislike about ThoughtSpot?** Data visualization is the biggest issue that i faced.data manipulation is little bit complex.Need to improve colour scheme and fonts. They should pay special attention on layout. **Recommendations to others considering ThoughtSpot:** Its a good platform for analyzing data. A good collaboration tool. **What problems is ThoughtSpot solving and how is that benefiting you?** We can search data from different regions so it becomes to expand our business and can introduce innovation in reliable way. Our clients can easily find us through ThoughtSpot. ### 31. Most Sophisticated Data Modeling, Preparation and Visualization System **Rating:** 5.0/5.0 stars **Reviewed by:** Chase B. | Marketing Project Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** June 15, 2022 **What do you like best about ThoughtSpot?** ThoughtSpot automate the entire process of data integration, modeling and visualization from disperate repositories. **What do you dislike about ThoughtSpot?** The issues which I used to encounter are a history now since both in-house and vendor success teams eradicated them completely. **Recommendations to others considering ThoughtSpot:** Absolutely yes. **What problems is ThoughtSpot solving and how is that benefiting you?** It maximize productivity by infusing out-of-the-both analytics services and APIs into business processes. ### 32. ThoughtSpot is a Brilliant and Full-featured Data Modeling and Visualization Program **Rating:** 4.5/5.0 stars **Reviewed by:** Darius T. | People & Talent Business Partner, Mid-Market (51-1000 emp.) **Reviewed Date:** June 15, 2022 **What do you like best about ThoughtSpot?** ThoughtSpot has a robust search capability that makes it easy to find and create insights rapidly. AI-driven analysis auto analyze data which help make informed decisions. **What do you dislike about ThoughtSpot?** Support few language variations. It is pricey after free trail. **What problems is ThoughtSpot solving and how is that benefiting you?** Liveboards makes it easy to visualize data across multi-cloud and on-premise ETL services. ### 33. SpotIQ Review - Emily Hurto **Rating:** 3.5/5.0 stars **Reviewed by:** Emily H. | Student, Small-Business (50 or fewer emp.) **Reviewed Date:** November 17, 2021 **What do you like best about ThoughtSpot?** The upsides of using SpotIQ is that it is a software used to help users be able to easily find data that they need. This software is a company/business focused program specifically to help employees of said company easily navigate the data of it and be able to swiftly find the data with the search bar tool. **What do you dislike about ThoughtSpot?** The downside of using SpotIQ is not having the choice of free trial while trying the program out for the first time. While not having the option isn't helping new people who want to start using the program, those people will instead have to rely on reviews to decide whether or not to get the program. **What problems is ThoughtSpot solving and how is that benefiting you?** While using SpotIQ, any problem with keeping data is easily resolved. It's hard to keep everything vital all in one place, but using the software makes it easier than ever to find all the critical data needed for any medium business looking to store information to be used for all employees to find and efficiently use to better their work. ### 34. Great Customer service and Amazing product **Rating:** 3.5/5.0 stars **Reviewed by:** Vijay A. | Project Manager, Enterprise (> 1000 emp.) **Reviewed Date:** February 10, 2022 **What do you like best about ThoughtSpot?** Working with Evan has been great so far. He understands our needs, and the experience has been amazing so far. The product has good potential, and we are trying to understand how it fits in our department. **What do you dislike about ThoughtSpot?** Nothing bad so far. we are still in the POC stage, and it's too early to say. We are hopeful that the tool will meet the ADHOC requests from our stakholders **Recommendations to others considering ThoughtSpot:** You need to understand what needs you are hoping to address. POC will be a good way of exploring that area **What problems is ThoughtSpot solving and how is that benefiting you?** How do we provide stakeholders with self-serve ability and get answers to their questions without any help? ### 35. Amazing tool for modern self service analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Misba Ul Zama S. | Business Intelligence Architect, Mid-Market (51-1000 emp.) **Reviewed Date:** June 17, 2022 **What do you like best about ThoughtSpot?** Embedded analytics support and customization options **What do you dislike about ThoughtSpot?** There is a bit of a learning curve involved for Thought spot modeling language also known as TML **What problems is ThoughtSpot solving and how is that benefiting you?** Modern self service analytics and live reporting can give the power of insights to end-users in the day-to-day job ### 36. ThoughtSpot is an Intuitive and Effective Workflow Management Solution. **Rating:** 4.5/5.0 stars **Reviewed by:** Ellie W. | Site Supervisor, Mid-Market (51-1000 emp.) **Reviewed Date:** February 10, 2022 **What do you like best about ThoughtSpot?** -Capability on accurate reports results production and the most responsive predictive data analytics package which has classy interface and very easy on functions adjustment. -Collecting data reports through ThoughtSpot is the best and the secure risk management on this platform is effective and even very easy to monitor multiple project production and processes using ThoughtSpot capabilities. -ThoughSpot technica team are the best and they offer amazing help to the new users on the initial ThoughSpot implementation stage, and Cloud functionalities are the best, like easy collaboration and services management and also sharing of various project information. **What do you dislike about ThoughtSpot?** -ThoughtSpot usability is very easy and even the system management is very simple to any user with a little training on how to manipulate the ThoughSpot features and configure its dashboard. **Recommendations to others considering ThoughtSpot:** -Master solution on Cloud data security management and the ability for the analytics generation using ThoughtSpot is effective and very reliable system for easy gathering of various content and data insights. **What problems is ThoughtSpot solving and how is that benefiting you?** -Project data centralization solution. -Reporting master. -Predictive analytics offered by ThoughtSpot are great. -Insights easy collection. -cloud processes easy monitoring. -Task easy management. ### 37. Big Data Analytics Program of this Era **Rating:** 5.0/5.0 stars **Reviewed by:** Jessica H. | Education and Curations Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** June 14, 2022 **What do you like best about ThoughtSpot?** ThoughtSpot offers self-service analytics tools that makes it easy to transform data into actionable insights rapidly. **What do you dislike about ThoughtSpot?** The new update 5.2 has nothing that is daunting to use. **Recommendations to others considering ThoughtSpot:** Yes. **What problems is ThoughtSpot solving and how is that benefiting you?** ThoughtSpot embeds insights into external apps like Salesforce when making business decisions. ### 38. Thoughtspot **Rating:** 4.5/5.0 stars **Reviewed by:** Rachana N. | Data Scientist, Small-Business (50 or fewer emp.) **Reviewed Date:** February 10, 2022 **What do you like best about ThoughtSpot?** Thoughtspot is damn user friendly, and I really like how easy it is to upload the data and get to know the metrics without having to know the technicalities in SQL **What do you dislike about ThoughtSpot?** I really want the NLPS feature to be on soon **What problems is ThoughtSpot solving and how is that benefiting you?** We are working on the usecase, where we extract data from Jira and Jira align and getting to know the status ### 39. Amazing technology with amazing vision **Rating:** 4.5/5.0 stars **Reviewed by:** Francis T. | Head of IT, Mid-Market (51-1000 emp.) **Reviewed Date:** June 13, 2022 **What do you like best about ThoughtSpot?** It has enhanced data analysis with effective artificial intelligence. It's very fast and accurate in content filter. **What do you dislike about ThoughtSpot?** It's visualization are often not effective **What problems is ThoughtSpot solving and how is that benefiting you?** Data model Creation seems to be handled easily with it. It's search option is great. ### 40. Great way to get additional insights! **Rating:** 5.0/5.0 stars **Reviewed by:** Samantha C. | Sr. Customer Success Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** August 13, 2021 **What do you like best about ThoughtSpot?** The ease of creating reports based on the metrics you're looking for. Not only that, but once you have a report template, you can easily add new columns to your report based on your KPI's. I like how you can share your pinboard with other members of the company, so you're not having to re-create the wheel every time a different user wants the same report. I like how you can add visual graphs to the pinboard and it's not just the data, but I also like that you can export the data into excel so you or your customer can manipulate the data to achieve the look and feel you're looking for. **What do you dislike about ThoughtSpot?** There's not really anything that I don't like. In fact, I wish I had more access to the backend features (and not just our engineering team), so I could create even more reports. **Recommendations to others considering ThoughtSpot:** They have great support, and overall, it's a great tool. **What problems is ThoughtSpot solving and how is that benefiting you?** We're able to solve a lot. We can pull a full list of our content, customer content consumption, insights on individual courses, etc. ### 41. First time conference attendee and loving it! **Rating:** 5.0/5.0 stars **Reviewed by:** Maha A. | Marketing Events Coordinator, Mid-Market (51-1000 emp.) **Reviewed Date:** May 11, 2022 **What do you like best about ThoughtSpot?** The people and the community aspect. I'm learning so much! **What do you dislike about ThoughtSpot?** I cant say i dislike anything. This has been great and i do not have any complaints. **What problems is ThoughtSpot solving and how is that benefiting you?** I am in marketing, so i dont have problems that can be solved through thoughtspot per say, but so far so great! loving the learning process. ### 42. Love ThoughtSpot! **Rating:** 5.0/5.0 stars **Reviewed by:** Jennifer M. | Supervisor- Supervised Group Living, Enterprise (> 1000 emp.) **Reviewed Date:** May 26, 2022 **What do you like best about ThoughtSpot?** It organizes all of my data and helps put it into reports and graphs that are easier to understand **What do you dislike about ThoughtSpot?** I have not really found anything yet that I dislike. **What problems is ThoughtSpot solving and how is that benefiting you?** It helps us see where our weak spots are and where there is potential for growth. ### 43. Exploring the opportunities to democratize data for our planning organization **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Retail | Mid-Market (51-1000 emp.) **Reviewed Date:** May 10, 2022 **What do you like best about ThoughtSpot?** The ability to explore using a common language for the end-user community that is not data scientists or SQL coders. Enabling others to be curious! **What do you dislike about ThoughtSpot?** The formulas can be complex when trying to analyze data/group data so essentially you need to learn how to build formulas which can be challenging for the general user. **What problems is ThoughtSpot solving and how is that benefiting you?** Demand forecasting opportunities, the democratization of data so everyone can be their own business analyst, empowering the end-user to be curious...and the results are increased productivity that is driving KPI and financial improvement ### 44. ThoughtSpot makes my life easier **Rating:** 5.0/5.0 stars **Reviewed by:** Kaija B. | Senior Consultant, Merch Analytics & Planning, Enterprise (> 1000 emp.) **Reviewed Date:** May 10, 2022 **What do you like best about ThoughtSpot?** Quick and accurate access to our data in an eye catching fashion **What do you dislike about ThoughtSpot?** The colour options for graphs and the occasional down times we face **What problems is ThoughtSpot solving and how is that benefiting you?** ThoughtSpot has helped us to make our data more accessible across teams, leveling the playing field in terms of knowledge ### 45. Easy Visualization, Easy connect, Easy Insights **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** February 13, 2022 **What do you like best about ThoughtSpot?** The layout of the Pinboards and the visualized data with multiple metrics make it easy to compare data from various perspectives. It is much more interactive than other visualization tools. **What do you dislike about ThoughtSpot?** The connection from databases is a little complex, not complicated. More tool tips should help the user navigate more efficiently. More improvements on User-friendliness will help. **What problems is ThoughtSpot solving and how is that benefiting you?** We use Thoughtspot to visualize structured data to get more insights for our clients. The ease of Thoughtspot has helped our clients understand the data insights better. ### 46. TS has some very cool features **Rating:** 4.5/5.0 stars **Reviewed by:** Michael C. | Senior Director Inventory Planning, Small-Business (50 or fewer emp.) **Reviewed Date:** May 10, 2022 **What do you like best about ThoughtSpot?** Allows the user to get to very granular details. **What do you dislike about ThoughtSpot?** TS does not match similar search functionality as able on Google search (asking a simple question). **What problems is ThoughtSpot solving and how is that benefiting you?** Testing POCs at this time to pinpoint demand forecast opportunities at a market/store level. ### 47. Bad experience with thoughtspot for large company **Rating:** 1.5/5.0 stars **Reviewed by:** Verified User in Electrical/Electronic Manufacturing | Enterprise (> 1000 emp.) **Reviewed Date:** May 23, 2022 **What do you like best about ThoughtSpot?** I like the fact that there is a small tuto when connecting for the first time into the application. It allows new users to get familiar to the platform **What do you dislike about ThoughtSpot?** Basic features are not possible: Change liveaboard ownership, control permission at scale, last modification owner, last modification date, and version control. In a word of Data catalog, there is no way to connect to metadata or get proper data lineage. **What problems is ThoughtSpot solving and how is that benefiting you?** none ### 48. My opinion towards Thoughtspot **Rating:** 4.0/5.0 stars **Reviewed by:** Scott. B. | Partner, Mid-Market (51-1000 emp.) **Reviewed Date:** February 02, 2022 **What do you like best about ThoughtSpot?** I like how it share's information where multiple departments are involved. It's very user's friendly for business analysts. Has very intuitive interface that are great to work with. It's also quick in retrieving data unlike other similar platforms. **What do you dislike about ThoughtSpot?** Sometimes it have to many functionalities that requires a lot of time to learn them. **Recommendations to others considering ThoughtSpot:** Yes **What problems is ThoughtSpot solving and how is that benefiting you?** It's good with customer services that are always reliable to solve issues quickly. It's easy to use and to connect to data. Also it provides quick insights compared to other similar platforms. ### 49. Create right strategies and make data driven decisions with ThoughtSpot **Rating:** 4.0/5.0 stars **Reviewed by:** Ruby G. | Senior Content Writer, Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** September 24, 2021 **What do you like best about ThoughtSpot?** ThoughtSpot helped us to analyze the performance of our different campaigns, create reports and make better decisions on calculated data points. The creation of interactive reports is super easy which comes in handy while going to a meeting. It is used by certain sets of departments of our organization such as technical, consultants, or marketing. **What do you dislike about ThoughtSpot?** If you are using it for the first time, then it can be a little complicated to use. Structuring of the database can be difficult sometimes, therefore better documentation for that is needed Assigning user access and roles can be a little tricky. **What problems is ThoughtSpot solving and how is that benefiting you?** ThoughtSpot is well suited in scenarios where you want to make decisions based on the collected data, create reports, and plan future budgets and forecasts. It is a perfect fit for the finance and sales departments. It is not well-suited for front office departments where they are not directly involved with these kinds of scenarios and decisions. ### 50. A system that really helps! **Rating:** 5.0/5.0 stars **Reviewed by:** Stephen S. | Product Manager, Enterprise (> 1000 emp.) **Reviewed Date:** August 16, 2021 **What do you like best about ThoughtSpot?** ThoughtSpot allows quick and simple visualization of complex data in a way that would have previously taken significant time to do in excel. This has saved me significant amounts of time in my day-to-day role, allowing me to focus on taking that information and making informed decisions. **What do you dislike about ThoughtSpot?** There isn't much to dislike about the system, but as with all new technology, there is a bit of a learning curve, and it can take some time to ensure that the data you put into the system is set up in a way to get the best results. **What problems is ThoughtSpot solving and how is that benefiting you?** Ad-hoc analysis of complex data in excel used to take significant amounts of time; ThoughtSpot has allowed this analysis to be done in a significantly quicker and more efficient way - saving time and money. ## ThoughtSpot Discussions - [Do you have a roadmap for automated insights a la the use case above?](https://www.g2.com/discussions/26396-do-you-have-a-roadmap-for-automated-insights-a-la-the-use-case-above) - 1 comment, 1 upvote - [How beneficial is Thoughtspot with end user who are not that much expert in data ?](https://www.g2.com/discussions/25499-how-beneficial-is-thoughtspot-with-end-user-who-are-not-that-much-expert-in-data) - 2 comments, 1 upvote - [How is ThoughtSpot priced?](https://www.g2.com/discussions/5134-pricing-licensing) - 2 comments, 1 upvote - [How is ThoughtSpot deployed?](https://www.g2.com/discussions/5133-deployment-options-available) - 1 comment, 1 upvote - [How big is ThoughtSpot?](https://www.g2.com/discussions/5099-how-big-is-thoughtspot) - 1 comment, 1 upvote - [View ThoughtSpot pricing details and edition comparison](https://www.g2.com/products/thoughtspot/reviews?page=4§ion=pricing&secure%5Bexpires_at%5D=2026-05-26+03%3A44%3A28+-0500&secure%5Bsession_id%5D=d1f1cb71-cf79-4b2c-a68b-76cd9c3e549c&secure%5Btoken%5D=c663877161e27bf78028bb073dd84a6f0f9994664b03bba49a89471e9367d5a8&format=llm_user) ## ThoughtSpot Integrations - [Alation](https://www.g2.com/products/alation/reviews) - [Atlan](https://www.g2.com/products/atlan/reviews) - [Collibra](https://www.g2.com/products/collibra/reviews) - [dbt](https://www.g2.com/products/dbt/reviews) - [Fivetran](https://www.g2.com/products/fivetran/reviews) - [Google Cloud](https://www.g2.com/products/google-cloud/reviews) - [Looker](https://www.g2.com/products/looker/reviews) - [Quip](https://www.g2.com/products/quip/reviews) - [Slack](https://www.g2.com/products/slack/reviews) ## ThoughtSpot Features **Reports** - Reports Interface - Steps to Answer - Graphs and Charts - Score Cards - Dashboards **Data Preparation** - Connectors - Data Governance **Responses** - Personalization - Route To Human - Natural Language Understanding (NLU) **Automation - AI Agents** - Sales Follow-Up - Customer Interaction Automation - Lead Generation - Document Processing - Feedback Collection **Deployment & Integration - Semantic Layer Tools** - Multi-Environment & Multi-Cloud Support - Open API & SDK Integration **Data Connectivity and Prep - Agentic Analytics** - Data Source Connectivity - Automated Data Preparation **Data Modeling and Blending** - Data Querying - Data Filtering - Data Blending **Platform** - Conversation Editor - Integration - Human-In-The-Loop **Autonomy - AI Agents** - Independent Decision Making - Adaptive Responses - Task Execution - Problem Solving **Data Connectivity & Federation - Semantic Layer Tools** - Cross-Source Query Federation - Dynamic Schema & Metadata Adaptation **Autonomous Insight Generation - Agentic Analytics** - Continuous Pattern Detection - Multi‑Step Reasoning - Predictive & Prescriptive Analytics **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - AI Agents** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Data Modeling & Metrics - Semantic Layer Tools** - Derived & Calculated Metrics - Time Intelligence Functions **Interaction and Workflow - Agentic Analytics** - Natural Language Query and Conversational Analytics - Action Triggering & Workflow Orchestration - Explainability & Audit Trails **Agentic AI - Analytics Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Performance Optimization - Semantic Layer Tools** - Query Caching & Acceleration - Adaptive Query Optimization **AI Agent Management - Agentic Analytics** - Agent Configuration & Goals - Continuous Learning & Feedback **Self Service ** - Calculated Fields - Data Column Filtering - Data Discovery - Search - Collaboration / Workflow - Automodeling **Deployment & Integration - Analytics Platforms** - No-code Dashboard Builder - Report Scheduling and Automation - Embedded Analytics and White-labeling - Data Source Connectivity **Governance - Semantic Layer Tools** - AI Governance & Observability - Metric Lineage for AI Training Data - Version Control & Change Impact Analysis **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services **Performance & Scalability - Analytics Platforms** - Large data handling and Query Speed - Concurrent User Support **Advanced Intelligence - Semantic Layer Tools** - Natural Language Query Interface - Semantic Layer for AI/ML Models - Recommendation Engine **Advanced Analytics & Modeling - Analytics Platforms** - Data Modeling and Governance - Notebook and Script Integration - Built-in Predictive and Statistical Models **Agentic AI Enablement - Semantic Layer Tools** - Agentic Query Orchestration - Contextual Reasoning Layer - Workflow Automation via Semantic Agents **Agentic AI Capabilities - Analytics Platforms** - Auto-generated Insights and Narratives - Natural Language Queries - Proactive KPI Monitoring and Alerts - AI Agents for Analytical Follow-ups **Personalized Intelligence - Analytics Platforms** - Behavioral Learning for Contextual Query Refinement - Role-based Insight Personalization - Conversational and Prompt-based Analytics **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications ## Top ThoughtSpot Alternatives - [Tableau](https://www.g2.com/products/tableau/reviews) - 4.4/5.0 (3,545 reviews) - [Domo](https://www.g2.com/products/domo/reviews) - 4.3/5.0 (987 reviews) - [Looker](https://www.g2.com/products/looker/reviews) - 4.4/5.0 (1,578 reviews)