# Hex Reviews
**Vendor:** Hex Tech  
**Category:** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)  
**Average Rating:** 4.5/5.0  
**Total Reviews:** 388
## About Hex
Hex is the world’s favorite AI Analytics platform. With Hex, anyone can explore data using natural language, with or without code, all on trusted context, in one AI-powered platform. Get started now \> https://app.hex.tech/signup?source=g2 Get a demo \> https://hex.tech/request-a-demo/?source=g2



## Hex Pros & Cons
**What users like:**

- Users commend the **ease of use** of Hex, highlighting its seamless integrations and user-friendly interface for data analysis. (130 reviews)
- Users value the **ease of combining SQL with Python** , enhancing accessibility for data analysis and visualization. (81 reviews)
- Users admire the **user-friendly data management** of Hex, valuing seamless integration and powerful analytics capabilities. (79 reviews)
- Users appreciate the **SQL querying capabilities** of Hex, enhancing their data analysis with AI and seamless integrations. (74 reviews)
- Users appreciate the **seamless integration of SQL and Python** in Hex, enhancing efficiency in data analysis and visualization. (62 reviews)
- Useful (62 reviews)
- Users value the **Python support** in Hex, enabling effortless dashboard creation and seamless switching between Python and SQL. (56 reviews)
- Intuitive (47 reviews)
- Data Visualization (45 reviews)
- Easy Integrations (44 reviews)

**What users dislike:**

- Users note the **limited features** of HEX, citing a need for more graph types and styling options for better analysis. (45 reviews)
- Users find **missing features** in Hex, particularly in data privacy controls and advanced analytics capabilities. (41 reviews)
- Users find Hex **lacking crucial features** , limiting control over data management and impacting overall performance and usability. (38 reviews)
- Users express frustration over **limited visualization capabilities** in Hex, struggling with data size and filter options. (30 reviews)
- Users face **data management issues** such as confusing CTE usage, organization problems, and limited data access across projects. (29 reviews)
- Users report experiencing **slow performance** with Hex, especially when handling numerous tables and computational tasks. (29 reviews)
- Users find Hex's **limited customization** options frustrating, hindering its potential as a comprehensive data visualization tool. (27 reviews)
- Notebook Usability (26 reviews)
- Lack of Customization (23 reviews)
- Users find **poor visualization** capabilities in Hex, limiting customization and functionality for complex data presentations. (22 reviews)

## Hex Reviews
  ### 1. Amazing AI and SQL Autocomplete That Speeds Up My Work

**Rating:** 4.0/5.0 stars

**Reviewed by:** Paco R. | Senior Product Manager, Enterprise (> 1000 emp.)

**Reviewed Date:** April 24, 2026

**What do you like best about Hex?**

Recent AI capabilities are amazing, and I’ve been using them a lot. When I’m writing SQL queries, I especially like the autocomplete features—they make my work faster and help me write more accurately. I also like the data schema explorer when I need to find specific tables, and it’s helpful for quickly exploring their contents.

**What do you dislike about Hex?**

Notebooks can quickly get messy once you start creating a lot of cells in the same notebook, and it’s easy to lose your place while scrolling to find the cell you’re looking for. I’m not fully convinced by this Notebook and App partitioning, because it feels clunky and confusing in practice. For example, when you’re working with tabs, it’s hard to tell in the Notebook which cells are associated with which tabs. I also found it strange that the order of cells shown in the App is different from the order in which they appear in the Notebook. Finally, I’d like you to offer a native way to push data to a Google Spreadsheet, since that currently isn’t possible.

**What problems is Hex solving and how is that benefiting you?**

It helps me quickly solve the data-related questions I run into every day as a Product Manager. I use it to track the performance of my funnels and features, which makes it easier to stay on top of what’s working and what needs attention.

  ### 2. Effortless Data Analysis with Powerful AI

**Rating:** 5.0/5.0 stars

**Reviewed by:** Hunter P. | Director of Project Development, Small-Business (50 or fewer emp.)

**Reviewed Date:** January 27, 2026

**What do you like best about Hex?**

I really appreciate Hex for making data analysis and dashboard creation much easier. Normally, I'd have to hire a data scientist, and it would take them a long time to complete the work and make it presentable; now I can do it all on my own. I especially like its AI agent; it's incredibly capable. I can simply tell it what I want in plain language, and while I have to guide it, it manages to find the data, transform it, and make it presentable. It's also been easy to learn, even though I didn't set up the initial software.

**What do you dislike about Hex?**

I would like the agent to have a few different modes - like "fast" or "thinking" etc.

**What problems is Hex solving and how is that benefiting you?**

Hex makes data analysis and dashboard creation much easier, eliminating the need for a data scientist. I can do it all on my own by guiding the AI agent, which finds, transforms, and presents data.

  ### 3. Fast and Rich Analytics

**Rating:** 4.0/5.0 stars

**Reviewed by:** vaibhav g. | Senior Analytics Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** March 24, 2026

**What do you like best about Hex?**

I use Hex for all my analytics, and it really speeds up my work. What used to take me two or three days can now be done in about half a day. I think the AI agent in Hex is really good for doing a lot of analytics and helps generate  insights for stakeholders. I also like the guides part where you can set up the context and business logics of your company/data, making it really easy for the AI to understand the context. Setting up Hex didn't even need to create semantic models; you just provide a database and a little context, and it figures out what to do.

**What do you dislike about Hex?**

I think the Hex apps could be a little more efficient, especially in how AI accesses data from apps. It would be helpful if cached data could be utilized instead of running the warehouse query again and again. This would save a lot of time, especially when using the thread feature.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for all my analytics, speeding up my work significantly. Tasks that took two to three days now take half a day.

  ### 4. Seamless SQL + Python Workflow, but Slow Loads and Limited Sharing Controls

**Rating:** 3.5/5.0 stars

**Reviewed by:** Cormac M. | Senior Data Analytics Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** March 23, 2026

**What do you like best about Hex?**

Chaining SQL and combining SQL and Python seamlessly

**What do you dislike about Hex?**

Slow load times (largely due to inability to quickly run parallel queries against warehouse) and lacking sharing/app permission options. We get a lot of complaints about slow load times, which drives people to use Looker Studio instead. In terms of sharing, it's very difficult to share a dashboard with a wide audience because with link sharing turned on, everyone in the workspace is then able to find the project. We want password protected links and also the ability to turn on link sharing without the entire workspace being able to easily find a dashboard.

**What problems is Hex solving and how is that benefiting you?**

More than anything, it lets us build dashboards quickly (SQL chaining) and build very custom charts (python). I also love being able to make an API call and then build a chart on the data in the same project.

  ### 5. Revolutionizing Analytics with Efficiency and Innovation

**Rating:** 5.0/5.0 stars

**Reviewed by:** Camden W. | Manager, Analytics Engineering, Mid-Market (51-1000 emp.)

**Reviewed Date:** May 11, 2026

**What do you like best about Hex?**

I really appreciate the speed and velocity at which Hex is moving. Their product team is actively working on implementing many of our requests, like offering GitHub access as context and pushing guides from GitHub into Hex. They also are working on things like persistent memory. This responsiveness and ability to move faster than we expected make it exciting to see what continues to happen with their threads agent, especially as it aims to become a full circle AI for development, analytics, and insights within the BI landscape.

**What do you dislike about Hex?**

Hex could improve on building the knowledge graph so it doesn't do repetitive steps, especially during searches. The search speed through vectorization could be faster. Also, on the backend, there's room to enhance capabilities like caching results or dynamically building semantic views to reduce repetitive work. It would be great if Hex could recognize frequently asked questions and optimize its responses and save results efficiently, allowing analytics teams to integrate these insights smoothly into their workflows.

**What problems is Hex solving and how is that benefiting you?**

Hex eliminates the need for multiple homegrown solutions, serving as a unified interface for BI assets and conversational analytics, integrating smoothly with other tools. It's effective, especially for a small team, providing a consistent data interaction experience without managing the complexities of custom AI tools.

  ### 6. All-in-One Data Analysis Powerhouse with Intuitive Features

**Rating:** 5.0/5.0 stars

**Reviewed by:** Alex R. | Small-Business (50 or fewer emp.)

**Reviewed Date:** May 08, 2026

**What do you like best about Hex?**

I love how Hex lets me conduct my entire analytical workflow within one system. The HexMagic feature is super helpful for fixing code quickly, and its natural language processing capabilities make ad hoc querying a breeze. I appreciate the AI assistant which aids in exploratory data analysis by examining different subpopulations over time scales. I can easily iterate on strategies, generate charts, and automate dashboard updates, all of which save me from manually pulling and sifting through data. I find the integration with metadata really strong, which enhances searchability and allows me to work more efficiently. Additionally, I love the setup where threads can use the history of other threads, making it a neat system. It's incredibly intuitive, helpful, and constantly improving, which makes me rate it a 10 out of 10.

**What do you dislike about Hex?**

I'd like some more opportunities for some sort of calculated fields within the charts or some additional ability to do weighted averages. It's a little bit difficult to do that with the inbuilt charts. We want to look at something like balanced weighted APR, which is quite difficult to do split across things in the current Hex charts. Also, some nontechnical users use HexMagic outputs as a source of truth. As good as HexMagic is, it does make some assumptions and sometimes errors. It would be helpful, as a Hex admin, to be able to designate certain user groups and edit the workspace rules for subgroups of users to ensure they challenge the AI outputs more and have a more restricted knowledge base. This would help in making sure the outputs are true.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for data analysis, debugging SQL and Python, and quickly resolving ad hoc queries. HexMagic speeds up analysis, enabling more strategic thinking. I can build my entire analytics workflow in one system, assisted by AI to explore metadata and produce monitoring dashboards.

  ### 7. Saves Time with Intuitive Data Analysis

**Rating:** 5.0/5.0 stars

**Reviewed by:** Jon K. | Workforce Planning & Capacity Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** May 06, 2026

**What do you like best about Hex?**

I like that Hex allows me to get results the same day without needing SQL knowledge. It's fantastic for importing complex equations like Erlang C with our existing data mart. The ability to create quick and easy charts for last-minute requests is also really useful. Hex saves me hours by pulling data, gathering it into relevant spaces, and running formulas. I was able to complete a very time-sensitive project request with this tool, and I don't think I could have done it without Hex.

**What do you dislike about Hex?**

I'd like to be able to copy prompts from thread to thread. Another great feature would be if I could create my own personal glossary of terms unique to my user name. I find myself keeping a file of definitions to use in prompts. Having a user-generated dictionary that could be shared with other non-coding managers would help with barrier to entry and I believe greater usage in our operations department. It took a few weeks to figure it out.

**What problems is Hex solving and how is that benefiting you?**

I use Hex to get immediate results in data analysis without SQL knowledge and effortlessly create quick and easy charts, saving hours and enabling me to meet time-sensitive project requests effectively.

  ### 8. Versatile Data Tool with Top AI Capabilities

**Rating:** 3.5/5.0 stars

**Reviewed by:** Christopher H.

**Reviewed Date:** May 04, 2026

**What do you like best about Hex?**

I use Hex for building intensive data applications and AI implementation. I like how easy it is to start building, as it's really just about connecting to the data and starting. Everything is web-based, which is convenient. Hex is better than any other BI tool at analysis, letting data driven people like me generate insights for the business. I appreciate that it allows me to choose the best way of computing, whether I need to use Python or SQL, making it an all-in-one platform. Threads and the AI capabilities are the best I've seen from any competitors, allowing business users to dive deep without disturbing the analytics team. Being able to ask any question and get a natural language response back that is typically accurate is super important.

**What do you dislike about Hex?**

Hex could improve their visualizations to be more on par with their competitors. They are not as advanced. Python is an option but tough to justify for a small use case.

**What problems is Hex solving and how is that benefiting you?**

Hex lets me generate business insights and choose computation methods easily. It's an all-in-one platform that's better than other BI tools at analysis. Hex enables accurate natural language responses, helping business users explore data independently.

  ### 9. Empowering Data Analysis with Intuitive AI Tools

**Rating:** 4.5/5.0 stars

**Reviewed by:** Deeksha Singh V. | Student, Computer Software, Enterprise (> 1000 emp.)

**Reviewed Date:** February 07, 2026

**What do you like best about Hex?**

I really like the HEX generative AI agent; it's the feature I enjoy most. It's incredibly helpful for getting research started, writing code accurately, and synthesizing findings without much hallucination. Additionally, the integration process was very easy and gradual, with HEX making it simple to use CSV files directly out of the box. The threads feature is particularly useful for speaking in natural language, and HEX performs a lot of the analysis automatically without needing much intervention. It has great self-healing properties, too, like fixing code issues easily through the AI agent. I find it valuable to chat with the HEX AI agent, which helps explain results and their ramifications in simple terms, aiding in synthesizing research questions and analyzing data effectively.

**What do you dislike about Hex?**

I think Hex is still figuring out the enterprise use case in general. I tried to use Hex's semantic features, but even though it was supposed to be in my plan, I was not able to access it until very recently. So I think, in terms of the admin panel or the platform itself, there might be some issues here and there. However, I think the team is very responsive whenever you do have a problem. I've noticed that it's very difficult to export from Hex. I wish there was a cleaner way to export the data files from Hex.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for data analysis, and it's great for starting my research. The generative AI tools help consolidate results, separate noise from signals, and explain findings simply. Its self-healing properties and natural language threads enhance productivity without much intervention.

  ### 10. From data bottlenecks to data on demand with Hex

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 13, 2026

**What do you like best about Hex?**

Hex is part of my daily workflow at Mentimeter. It gives me immediate access to the data I need without having to rely on others, which is critical in a fast-paced environment.

I use it to stay on top of dashboards and key metrics, and I’ve built multiple dashboards myself for different use cases—from QBR preparation to daily team meetings and stand-ups. The ability to quickly pull relevant data and turn it into something actionable has made a big difference in how we operate as a team.

What stands out is how easy it is to go from raw data to insights. It’s not just a reporting tool—it enables data exploration and storytelling in a way that’s accessible even outside of traditional data teams.

**What do you dislike about Hex?**

Hex is very strong on data access and flexibility, but the visualisation layer is not as polished as dedicated BI tools. For more advanced or highly designed dashboards, you may still need to complement it with other tools.

**What problems is Hex solving and how is that benefiting you?**

Hex removes the friction of accessing and working with data. Before, getting the right data often meant relying on others or switching between multiple tools, which slowed things down.

Now, I can access data on demand and build the views I need myself. This is especially valuable when preparing for QBRs, running daily team meetings, or tracking performance across different segments. Instead of spending time gathering data, I can focus on interpreting it and making decisions.

The biggest benefit is speed and autonomy—decisions are more data-driven, discussions are more focused, and we can react faster as a team without being blocked by data availability.

  ### 11. Efficient Data Analysis, But Room for Improvement

**Rating:** 3.5/5.0 stars

**Reviewed by:** Jack Q. | Enterprise (> 1000 emp.)

**Reviewed Date:** April 10, 2026

**What do you like best about Hex?**

I find Hex super useful for a lot of data movement and Python clustering. It's also great for structuring conversational data and serves as an excellent data modeling platform, much like a live Jupyter Notebook. This setup works well for ad hoc analysis. The embedded LLM is quite useful too, as it allows live querying and chatting within the system to the database, which I find really beneficial. Having everything in one platform is quite useful, especially compared to using Cortex in Snowflake or switching back to a Jupyter notebook.

**What do you dislike about Hex?**

The specific issue I have is the LLM is overprescriptive, and so it will provide changes to the actual data that I'm working on without explicit instructions not to. Additionally, when you work in it as, like, an extensive way to do analysis, it errors out all the time. I think it's significantly overcomplicated with some of the other work done. And it is actually it's significantly worse than I find at other platforms.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for Python clustering and structuring conversational data. It's like a live Jupyter Notebook, perfect for ad hoc analysis. It integrates exploratory analysis and iterative work in one platform, which I find super useful.

  ### 12. Positive feedback on HEX tools

**Rating:** 4.0/5.0 stars

**Reviewed by:** Diya S. | Applied ML Scientist Co-op, Small-Business (50 or fewer emp.)

**Reviewed Date:** March 02, 2026

**What do you like best about Hex?**

What I like most about Hex is how seamlessly it combines SQL, Python, and visualization in a single collaborative environment. It’s very intuitive to use, and collaboration features (shared projects, comments, and version history) make it easy to work cross-functionally.

**What do you dislike about Hex?**

One downside is that performance can occasionally lag with very large datasets or complex notebooks, especially when multiple queries are chained together.

**What problems is Hex solving and how is that benefiting you?**

Hex solves the fragmentation between querying data, analyzing it, and presenting it. Instead of switching between a SQL editor, a Python notebook, and a BI dashboarding tool, everything lives in one place. This significantly reduces repetitive tasks. It improves collaboration between data and non-technical teams by making work transparent and interactive. Ultimately, this leads to faster decision-making, better documentation of analytical logic, and more reproducible insights across the organization.

  ### 13. Revolutionizes Product Analytics, A Must for Small Teams

**Rating:** 5.0/5.0 stars

**Reviewed by:** Aadhar C. | Co-Founder, Small-Business (50 or fewer emp.)

**Reviewed Date:** April 06, 2026

**What do you like best about Hex?**

I like Hex because it combines SQL and dataframes, allowing me to perform complete analyses without needing a big data store like BigQuery or Redshift. With Hex, I don't have to hire a separate product analyst as it covers my needs. I appreciate that it enables me to fire small queries and keeps data in dataframes. Switching from Metabase to Hex was mainly because of its AI threads and notebook features, which I find valuable. I also like that I can use Hex with Slack, which fits well with my workflow.

**What do you dislike about Hex?**

Hex only has access to my business datastore. I wonder how amazing it'd be if it had access to my analytics tools like Mixpanel as well. Also, setting up was a bit challenging because putting context was a lot of work for us.

**What problems is Hex solving and how is that benefiting you?**

Hex helps me eliminate the need for a product analyst role and allows complete analysis without a big OLAP datastore.

  ### 14. Flexibility in Dashboard Creation with Room for Better Native Tools

**Rating:** 5.0/5.0 stars

**Reviewed by:** Austin K. | Small-Business (50 or fewer emp.)

**Reviewed Date:** April 06, 2026

**What do you like best about Hex?**

I really appreciate the flexibility of Hex. It lets me use both SQL and Python to create virtually any dashboard I can imagine. Python gives me the ability to render HTML dashboards, which allows me as a product designer to craft exactly the dashboard that I believe our customers need. This flexibility is not something I find in other analytics tools, which are somewhat limited in how they display data.

**What do you dislike about Hex?**

I use Python to generate HTML, CSS, and JavaScript outputs. If there were just a widget that allowed me to do that natively. I think that would be cleaner. The native visualization tools, like the Hex charts, are not the most intuitive to use. They seem crafted for a very specific use case.

**What problems is Hex solving and how is that benefiting you?**

I use Hex to tackle complex data analytics and create dashboards with the flexibility of SQL and Python. It allows me to craft exactly the dashboards our customers need, overcoming the limitations of other analytics tools.

  ### 15. Flexibility and Ease Win Over Complex Setup

**Rating:** 4.5/5.0 stars

**Reviewed by:** Ivan G. | Small-Business (50 or fewer emp.)

**Reviewed Date:** March 31, 2026

**What do you like best about Hex?**

I really like Hex's simplicity and how it's easier to use than our previous tools like Looker Studio and Snowflake. It's very easy to configure and the initial setup was a breeze for our team. One of the features that stands out for me is the flexibility to use multiple languages and packages, including using Python and SQL simultaneously with ease. I also enjoy the capability to build my own controls using Python and HTML. Managing projects and users has been straightforward, and the connectivity to our main data repository in Snowflake, along with scheduling weekly messages to Slack, works seamlessly. The ease of use was one of the main reasons why we decided to migrate our main reports to Hex.

**What do you dislike about Hex?**

It's not easy to obtain the UI I designed using App-builder. Sometimes, I cannot adjust margins or define a shared palette for a collection. Using Python collections inside SQL cells is not always possible.

**What problems is Hex solving and how is that benefiting you?**

Hex is simpler than Looker Studio and Snowflake, easy to configure, and allows using Python and SQL together effortlessly while building controls with Python and HTML.

  ### 16. Efficient and Flexible Data Tool with AI Assistance

**Rating:** 4.5/5.0 stars

**Reviewed by:** Joyce H.

**Reviewed Date:** May 13, 2026

**What do you like best about Hex?**

I like Hex for its flexibility in using SQL, Python, and CSV in one place, and how it provides real-time visual changes. The intelligent AI agent is particularly helpful in assisting with coding. The setup experience was very smooth, and I find Hex more efficient and flexible compared to other tools like Tableau, which I still use but not as much.

**What do you dislike about Hex?**

I don't like that the histogram does not support overflow (like 0-1, 1-2, 3+) and does not allow me to edit the number of bins unless I do it in Python.

**What problems is Hex solving and how is that benefiting you?**

I use Hex to pull data using SQL and visualize it in one place, with real-time visual changes. The flexibility between SQL, Python, and CSV, along with the AI agent, helps me code efficiently.

  ### 17. Effortless Onboarding and Seamless Experience

**Rating:** 4.5/5.0 stars

**Reviewed by:** Shaina H. | Enterprise (> 1000 emp.)

**Reviewed Date:** March 25, 2026

**What do you like best about Hex?**

I think the easy onboarding is really great. Hex is very straightforward with a very clean UI. The best part is that it has the AI assistant by itself, so you can just use natural language to talk to it and figure out how to use it. I was able to figure out the features by myself without much searching around or asking around to understand the features. The initial setup is super easy and very seamless. There's nothing to configure; you can just start using it and get the benefits and keep the momentum. I really enjoy the onboarding and the learning curve, which is not super deep. Without any configuration or setup, I'm already able to talk with it and have meaningful interactions and insights. This is great.

**What do you dislike about Hex?**

Sometimes, the tool does not understand the tables, probably because we don't have the domain context or the semantic layer built in our database. This often requires modification and rerunning of queries, which feels like it's wasting time. Also, when talking to the AI assistant, it doesn't constantly check with me, which might save time, but sometimes leads to invalid results if certain queries or filters are missed and everything needs to be rerun.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for running analysis and exploring data, and it helps bounce ideas for causal inference with a good job on complex setups.

  ### 18. Effective AI-Powered Data Analysis, Would Improve with Workflow Integration

**Rating:** 4.0/5.0 stars

**Reviewed by:** Michael H. | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 24, 2026

**What do you like best about Hex?**

I find Hex's AI functionality to be better than comparable tools. I also appreciate the functionality that supports the AI, such as integrating with dbt .yml to grab descriptions and the ability to mark particular resources as higher or lower precedence for the agent. This combination leads to better AI outcomes. Additionally, I found Hex agent to be better than SimplyPut, the previous tool we used.

**What do you dislike about Hex?**

I think importing dbt's analyses as 'verified questions' could be of use, as it's one thing to have AI know the dbt model metadata, but another to have it reference queries to answer specific questions. Additionally, it doesn't support a 'workflow' style of work, which usually leaves it standalone for my use cases. Using the agent via Slack would be better if we could have conversations from Slack itself instead of entering the tool, as Slack is more one-shot currently.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for ad-hoc data analysis, letting the agent handle SQL/Python tasks effectively with my guidance.

  ### 19. Data, Code, Outputs and Narrative in one Place.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Erkan M. | Data Analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** January 02, 2026

**What do you like best about Hex?**

Work together with our team on data projects, and using data to find useful answers without complexity.

**What do you dislike about Hex?**

Rerunning all cells can make the app slow because of how it's designed. When working with long code, it's harder to use than a regular code editor.

**What problems is Hex solving and how is that benefiting you?**

It tackles the fragmentation of data work across different tools. 

Traditionally, data professionals juggle spreadsheets, SQL editors, notebooks, and dashboards separately, which creates friction and makes it hard to maintain a single source of truth. Hex also addresses the collaboration problem by making it easier for teams to work together on data analysis and share insights without constantly passing files back and forth or dealing with version control headaches.

Teams can move faster because everything (data, code, outputs, and narrative) lives in one place. This also helps bridge the gap between technical and non-technical stakeholders, since Hex notebooks can combine interactive visualisations, explanations, and results in a more polished way than a typical Jupyter notebook.

  ### 20. Hex: Powerful Analysis, Auditable AI, and Dashboards That Stakeholders Love

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sumner M. | Database Architect, Mid-Market (51-1000 emp.)

**Reviewed Date:** March 16, 2026

**What do you like best about Hex?**

I love how hex allows for both complex data analysis leveraging tools like R and python to do linear regression and stuff like a traditional jupyter notebook or Rstudio, but also for the creation of dashboards for less technical stakeholders. I use it pretty much every day, especially the Threads agent, to just ask little questions that don't deserve a full analysis. Probably one of my favorite things is that I can go back and audit the code, unlike a traditional AI tool. I found it really easy to integrate with snowflake, and I've just loved all my interactions with the company.

**What do you dislike about Hex?**

The Data Modeling suite is a bit rough (though it is in beta). What's particularly weird, is that I've had lots of issues where I will explicitly tell the AI where the data is located, and it still takes like 4 or 5 tries to actually find the data, the data model helps a lot with this, but it doesn't solve the underlying issue, and in-fact has made it worse in some scenarios, as the Data Model Validator does not check for ambiguous labels.

**What problems is Hex solving and how is that benefiting you?**

I think Hex solves a few problems, namely, powerful tools for a data team, beautiful dashboards for stakeholders. It is also helping us transition to a more self-serve data architecture with Hex and Slack integration (though I haven't had the opportunity to test that out yet, but it was still super exciting to take a look at. Hex also allows for collaboration on the same doc amongst the team, and more fine-toothed control of who should and could have access to the data.

  ### 21. Hex Simplifies Dashboarding with Powerful AI Features

**Rating:** 4.0/5.0 stars

**Reviewed by:** Tom F. | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 16, 2026

**What do you like best about Hex?**

I like the AI feature a lot. And also the flexibility to use SQL and Python in one shared notebook. The interface is very convenient. Compared to some other tools for SQL querying and dashboarding, I found Hex to be pretty intuitive with a linear user flow, scrolling up to down rather than switching between different tabs for SQL and Python, which is more convenient. I also find the embedding to Notion helpful for sharing or embedding live charts and dashboard into documentation. The initial setup was pretty easy.

**What do you dislike about Hex?**

I think the AI feature can have more potential to learn from existing contacts and some better guidance that we can provide. Another thing might be making the shape of the notebook to have bigger RAM and faster speed. Those would be some quality of life improvements. But nothing major though. Still okay.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for answering data questions and preparing dashboards to share with stakeholders.

  ### 22. Intuitive to use, Faciliates Quick Report Building, with Responsive Support

**Rating:** 5.0/5.0 stars

**Reviewed by:** Aisling P. | Senior Data Scientist, Small-Business (50 or fewer emp.)

**Reviewed Date:** February 03, 2026

**What do you like best about Hex?**

Very intuitive to use. Reports can be super quick to spin up.

We find it great for sharing insights across an entire team (unlimited viewer licences is a huge plus for us). 

The support has been excellent, both super responsive and helpful.

**What do you dislike about Hex?**

Only suggestion is that some expansion to the chart options would be useful. Heat maps or charts which can graph dynamic/input variables would be particularly useful for us. (I don't find using Python to implement these looks as polished as the inbuilt charts).

**What problems is Hex solving and how is that benefiting you?**

Its ease of use and quick report faciliation makes it easy to handle internal data management in a small organisation, when it's not something that we have lots of time or resources to pour into. Also the email and slack integrations are particularly appreciated in our organisation.

  ### 23. Streamlined Analytics with Intuitive UI

**Rating:** 5.0/5.0 stars

**Reviewed by:** Olga M. | Enterprise (> 1000 emp.)

**Reviewed Date:** March 30, 2026

**What do you like best about Hex?**

I like how easy Hex is to use, and the UI is very intuitive. I appreciate that I can do SQL and Python together in one notebook. It's convenient that the notebook lives in one place with all the text and charts, and people can view the queries underlying the charts if they have permission. As a user, I found the setup very easy.

**What do you dislike about Hex?**

I think when it comes to sharing ad hoc analysis, we're still struggling a little with freezing the results in time. So that the report does not refresh with the newest data, because otherwise, the text and the charts might not match. That's the only problem I have so far.

**What problems is Hex solving and how is that benefiting you?**

Hex is a one-stop shop for analytics, consolidating SQL queries, dashboards, and reports, saving me time and effort. Stakeholders have a single place to find everything.

  ### 24. AI-Driven Data Analysis Made Easy with Hex

**Rating:** 5.0/5.0 stars

**Reviewed by:** Melissa M. | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 09, 2026

**What do you like best about Hex?**

I love the AI agent built into Hex. The agent is accurate and is trained to automatically update and requery tables as needed. It allows me to find which tables in the database I need, automatically query hundreds of thousands of results quickly, provide concise analysis through its AI, and quickly create tables and charts through simple prompting. The AI agent has allowed me to ask questions about the data and get an understanding of data structures prior to writing any SQL queries. It shows its work by recording the chat transcript and each SQL query and table of results that it creates with every iterative prompt. Also, it was very easy to get started when I created my account.

**What do you dislike about Hex?**

There could be a way to preview data better. With the amount of data that my company has and with how the data in those tables has changed over time, it would be helpful to preview recent results instead of a snapshot of the oldest records. I would like a date filter for the preview on the data table, or searching for individual record fields in the data preview to see if the table has the item I am looking for.

**What problems is Hex solving and how is that benefiting you?**

I use Hex to quickly query databases and create tables and charts with AI assistance, eliminating the need for complex SQL queries. The AI provides concise data analysis and automatically updates queries, enhancing data-driven decisions.

  ### 25. Effortless Custom Reporting and Intuitive Admin Interface

**Rating:** 5.0/5.0 stars

**Reviewed by:** Pablo S. | Data Engineer/Analyst, Small-Business (50 or fewer emp.)

**Reviewed Date:** December 22, 2025

**What do you like best about Hex?**

I appreciate how easy it is to create custom reports and analyses, ranging from simple descriptive statistics to more advanced analytics. As a data developer at my company—combining aspects of both data engineering and analysis—I really enjoy coding in notebooks. We use BigQuery as our datawarehouse so the integration was so easy. Additionally, since I serve as the admin for our Hex account, I find the platform’s user-friendly interface for management to be a major advantage. I’d also like to mention that whenever I’ve needed support, whether for questions or to resolve bugs, customer support has always provided helpful answers or solutions.

**What do you dislike about Hex?**

As a developer, I can't say that there's anything I currently dislike about Hex. However, from an admin perspective, I wish there were more detailed statistics available about users and their interactions with the platform. At the moment, I can only access limited information, such as users' most recent views, but I don't have a comprehensive overview of the entire user experience within this tool.

**What problems is Hex solving and how is that benefiting you?**

Hex helps our entire organization access data and translate it into business language. This makes it easier for our teams to perform faster analyses and take business actions more quickly.

  ### 26. Effortless Analysis Creation and Sharing

**Rating:** 5.0/5.0 stars

**Reviewed by:** James D. | Data Analyst, Academic Operations & Student Affairs, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 18, 2025

**What do you like best about Hex?**

It's very straightforward to start writing analyses, and to host them on the internet for others to see. The provided interactive elements also make it possible to write dashboards to help automate simple business processes that require human input. This part of the review is short and sweet because, for suitable use cases, Hex is very powerful and intuitive!

**What do you dislike about Hex?**

This is more of a business process issue than a Hex issue, but here goes: It is important to scope out your project before starting with Hex. Once the number of cells in a project begins to swell (~70+ cells), the optimizations for notebook visuals become an editing problem. Ctrl-F will fail to take you to the correct cell, and trying to scroll up or down through the notebook becomes very sluggish as every cell you scroll over takes time to load, as they are unloaded once they are far enough away from the viewport. I cannot find a good workaround for this issue. Additionally, there is no multiline find-and-select, which can make refactoring code an enormous pain, especially when coupled with the notebook size issue.

**What problems is Hex solving and how is that benefiting you?**

I have used Hex to automate a process involving tracking users, notifying them of changes in status, collecting information from them, having a human team review the collected information, and update the user's state in our databases. This both solves a compliance issue and enables other teams to utilize this data, with a minimum of engineering resources devoted to the issue.

  ### 27. Effortless Data Visualization, Needs Better AI Integration

**Rating:** 3.5/5.0 stars

**Reviewed by:** Bryce B. | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 02, 2026

**What do you like best about Hex?**

I use Hex for writing text queries to access Snowflake and find it much easier that way. It makes it easy to visualize data and helps with sharing interactive dashboards with teammates. I really like the scheduling aspect, where it's like live updating. The shareability and interactivity of the output are great. Hex is special because it updates more frequently, and I can set a schedule for it to update. This allows stakeholders to explore the data on their own, making it more than just a static graph.

**What do you dislike about Hex?**

I do find that the integration with AI tools is really lacking right now. For example, in order for me to use Claude to create a dashboard, I have to download a YAML file, modify it, teach Hex how to read the YAML file, and then reupload it. It's super inefficient and super terrible.

**What problems is Hex solving and how is that benefiting you?**

Hex makes it easy to visualize data and share interactive dashboards with teammates. I love its scheduling feature for live updates, which enables stakeholders to explore data more freely than with static graphs.

  ### 28. Game-Changer in Analytics with Phenomenal AI

**Rating:** 5.0/5.0 stars

**Reviewed by:** Laura H. | DataOps Analyst, Small-Business (50 or fewer emp.)

**Reviewed Date:** March 19, 2026

**What do you like best about Hex?**

I love Hex for analytics, exploration, and upskilling. It offers more customizations than other BI tools, providing more control over the output, which I really like. The AI agent in Hex is phenomenal and speeds up my workload by 10 times. I find the initial setup to be super easy. It integrates well with our data stack, including our warehouse and dbt. I've switched to using Hex as my dominant tool, and so far, I love the way everything works. I haven't gotten past the honeymoon phase yet.

**What do you dislike about Hex?**

sometimes the SQL element is tricky - it defaults to duckdb sometimes and im not sure why, which isnt compatible with redshift, but ai agent resolves it swiftly

**What problems is Hex solving and how is that benefiting you?**

Hex offers more customizations than other BI tools and speeds up workload 10x with its AI agent. It gives me more control over the output.

  ### 29. Empowering Data Insights with AI, Needs Faster Dashboarding

**Rating:** 4.5/5.0 stars

**Reviewed by:** Ting  G. | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 04, 2026

**What do you like best about Hex?**

I really appreciate the Hex Threads functionality, which allows me to bypass writing queries and instead use natural language to ask questions and spot-check the logic. This feature is super helpful as it simplifies getting data insights. I also like the AI tools and the capability to write SQL and Python in one file, which was a key reason for switching from our previous product.

**What do you dislike about Hex?**

I find it challenging to make it easier and faster to build dashboards. It would be better if I could create dashboards by using natural languages more fluidly. Also, there are some learning curves involved.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for data analysis, writing queries for data insights, and building dashboards. Hex threads let me ask questions in natural language, eliminating the need to write queries and simplifying dashboard creation.

  ### 30. Great Features, Connection Issues with Large Notebooks

**Rating:** 4.5/5.0 stars

**Reviewed by:** Carolina D. | Small-Business (50 or fewer emp.)

**Reviewed Date:** March 10, 2026

**What do you like best about Hex?**

I love the tools in Hex, especially the ability to rename and use dataframes, and how everything is integrated. The 'publish app' feature is also great, making it easy to share with both internal and external consumers. Being able to reuse dataframes in multiple cells is a must-have for organization. The initial setup was straightforward and without any issues.

**What do you dislike about Hex?**

Lately I've been having connection issues with longer notebooks. It starts to take a long time to get to the database, and it slows down the notebook as a whole. Sometimes a simple query takes too long, especially when the notebook is getting large.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for data analysis at work. It solves the problem of sharing a full-fledged app with charts and analysis. I love reusing dataframes for organization and the 'publish app' feature for sharing with internal and external consumers.

  ### 31. AI-Powered Analytics and Visualization Powerhouse

**Rating:** 5.0/5.0 stars

**Reviewed by:** Colin S. | RevOps Data Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** February 20, 2026

**What do you like best about Hex?**

I really like how Hex integrates SQL, Python, and AI, as it helps us work faster and smarter across different workflows. Python is a powerful tool for both analysis and data visualization, making it possible to accomplish almost anything necessary. I appreciate being able to pull, clean, analyze, and display data in an exec-ready format, which speeds up the process to valuable insights.

**What do you dislike about Hex?**

I think notebooks can become quite long and bloated, running for a while. A cleanup assistant, or a way to break the notebook into blocks that run would be cool. Yeah, making it easier to run sections, and having an agent help reduce sprawl would be great. Or one to suggest something that has been done in a similar use case in another project when you are prompting.

**What problems is Hex solving and how is that benefiting you?**

Hex builds AI assistance into workflows, letting us work faster and smarter. I can pull, clean, analyze, and display data in an exec-ready format quickly, moving to value faster.

  ### 32. Empowers Interactive Analysis, Needs Better Customization

**Rating:** 5.0/5.0 stars

**Reviewed by:** Kyung Hyun K. | Senior Data Scientist

**Reviewed Date:** February 13, 2026

**What do you like best about Hex?**

I love the fact that Hex allows me to create apps that can be used either as reports for deep analysis or interactive tools for nontechnical partners to explore and find answers themselves. It's so interactive and easy to use, making it a unique feature of Hex. I appreciate how Hex makes it really easy to create tools for my cross-functional partners and interactive dashboards because I can flip between Python and SQL seamlessly. The amount of visualizations I can create is basically unlimited. I can do complex analyses and easily create reports to share without having to switch between different tools. Everything can be done in one place.

**What do you dislike about Hex?**

There's a lot of confusion from our nontechnical partners who frequently request edit access when it's not what they need. The developer seat is very expensive, which makes the data engineering team clamp down on who has edit capabilities and revoke access from those who accidentally ask for the wrong thing. I also find the AI feature in Hex not very helpful. It struggles with fixing SQL bugs, often making incorrect changes and reformatting everything without making it clear what the initial bug was. I would also love to have the app's aesthetics more in line with our company brand.

**What problems is Hex solving and how is that benefiting you?**

I use Hex to create interactive apps and dashboards for my partners, allowing them to self-serve answers. Hex facilitates deeper analysis and unlimited visualizations, streamlining my workflow by letting me do everything in one place, switching easily between Python and SQL.

  ### 33. Exceptionally Flexible and User-Friendly BI Solution

**Rating:** 5.0/5.0 stars

**Reviewed by:** Chris M. | Small-Business (50 or fewer emp.)

**Reviewed Date:** March 18, 2026

**What do you like best about Hex?**

I use Hex to support my analytics engineering workflows and for dashboarding. I find it really easy to create and collaborate on reports, and it offers a plethora of options for charting with a lot of flexibility, which I love. The flexibility in charting options and the ease of going from SQL to chart to sharing are huge positives for me. Templating inside of the SQL blocks is also great. The notebook style and app builder experience are well constructed and fit my workflow and thought process really well.

**What do you dislike about Hex?**

Nothing comes to mind. It's fantastic.

**What problems is Hex solving and how is that benefiting you?**

I use Hex to quickly prototype and validate models in my analytics workflows, and for reporting through customizable dashboards. It makes collaboration on reports easy and offers flexible charting options, allowing seamless transitions from SQL to charts.

  ### 34. Rapid Data Analysis with Intuitive UI

**Rating:** 4.0/5.0 stars

**Reviewed by:** Aatiq G.

**Reviewed Date:** February 06, 2026

**What do you like best about Hex?**

I use Hex to analyze data for my work, and it has significantly sped up my process. Tasks that would normally take hours now only take minutes. I really appreciate how much data it has and how easy the threads are to use. The platform is intuitive as it anticipates the next questions I might ask. With all the data available, I don't have to query anything; I can simply ask in plain English, which makes my workflow much faster. Also, the setup was incredibly easy; I just logged in and everything was ready to go.

**What do you dislike about Hex?**

I don't like that the data or analysis can be wrong at times. There have been multiple instances where I would ask it something like 'review this file and tell me how many lives X employer has,' and it gives me the wrong count. It seems to have issues reading data from CSV files accurately.

**What problems is Hex solving and how is that benefiting you?**

Hex speeds up my data analysis, reducing tasks from hours to minutes. Its data capacity and intuitive interface allow me to work more efficiently without manual queries.

  ### 35. Super Smooth, Easy Workflows with SQL + Python and Built-In Visualizations

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** February 03, 2026

**What do you like best about Hex?**

HEX is super smooth and easy to use, both from a data analyst perspective and as a customer. In my every day use, I can build complex workflows without much complication by combining SQL and Python cells. Most visualizations are built in within HEX, and for anything that isn’t, I can rely on Python libraries to create what I need.

Organizing projects in HEX is also straightforward. We can set up different collections per client and adjust permissions so the right people have access. Scheduling and alerts are great as well, and HEX’s capacity to run complex queries is great.

Lastly, the HEX support team provides fast answers and guidance. Every time I've shared a project with them they have been able to give me an appropriate answer, which is much appreciated.

**What do you dislike about Hex?**

We’ve had a couple of bad experiences with the customer team itself, where they stopped replying to emails even when we had urgent requests.

From a product perspective, HEX could benefit from including a few more built-in graph types, such as box plots, for example. It would also help to have more options to style graphs more easily, like the ability to show null values, remove or add labels in faceting, and allow multiple series in faceting.

**What problems is Hex solving and how is that benefiting you?**

It allows my team to create complex flows and automate processes which do not require much of our manual intervention, letting us focus on different and interesting projects. It also makes possible for us to process way larger data in a much faster way.

**Official Response from Nisha Dwivedi:**

> Hi there, I lead Hex's Customer team which includes our Support team. I'm glad to hear you've found them to be responsive and helpful but am concerned that your experience has not been consistent. Please feel free to reach out to me directly (ndwivedi@hex.tech) so I can learn more and make sure you are getting what you need! 

  ### 36. AI-Driven Insights with Effortless Precision

**Rating:** 5.0/5.0 stars

**Reviewed by:** Kevin S. | Affiliate and Influencer Marketing, Mid-Market (51-1000 emp.)

**Reviewed Date:** April 20, 2026

**What do you like best about Hex?**

I really like the AI agent in Hex because it's very intuitive and does a great job of understanding the questions I'm asking. It turns these into actionable results and, if it's unclear about anything, it asks follow-up questions. My favorite part is using the AI agent to quickly and efficiently find the data I need.

**What do you dislike about Hex?**

Sometimes it isn't totally intuitive (if I ask it to pull in data like another dashboard it doesn't always match filters) but eventually I can get it right after asking questions to the agent

**What problems is Hex solving and how is that benefiting you?**

I use Hex to quickly and easily build dashboards and view reports with AI, providing real-time feedback on campaign performance.

  ### 37. Versatile Data Tool with Minor Hiccups

**Rating:** 3.5/5.0 stars

**Reviewed by:** Jeremie N.

**Reviewed Date:** January 26, 2026

**What do you like best about Hex?**

I love the downfall cell update logic and how you can access upstream cells easily. The separation of the App Logic and Notebook parts helps to show exactly what we want to present. It combines freedom in data querying and visualization with the ability to present things neatly. I also enjoy being able to query easily and be quite 'drafty' with my querying, while still presenting something clean to stakeholders. Also, being able to pull out a viz in a few minutes is really nice

**What do you dislike about Hex?**

I've been having python version problems lately, and I can only do up to 3/4 nested sections in the Notebook, and I would like to be able to create more.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for ad-hoc analysis and basic queries to check data quality. It helps address questions on data discrepancies + do ad-hoc analysis, and its features allow for easy querying and presenting clean results to stakeholders.

  ### 38. AI-Driven Data Analysis Made Effortless

**Rating:** 5.0/5.0 stars

**Reviewed by:** Browning C.

**Reviewed Date:** January 22, 2026

**What do you like best about Hex?**

I like Hex for its AI feature, which helps me keep progressing by identifying what breaks my queries. It can test join keys, figure out where my script is wrong, and even help me write an entire query when I explain what I need. I also appreciate the ability to bring multiple data sets together from different places and review them in various ways.

**What do you dislike about Hex?**

I find it challenging to easily identify join keys in the exploration tab. While you can click through two data lakes, I wish the AI could help identify matches to other data tables or data lakes. Additionally, I wish that Hex would let me separate my notebook into separate tabs, similar to how the front-facing app is separated. I don't like when my notebook scrolls for so long and wish I could toggle between tabs.

**What problems is Hex solving and how is that benefiting you?**

I use Hex to bring multiple data sets together, review them in various ways, and benefit from its AI features that help fix query issues, test join keys, and even write entire queries.

  ### 39. Versatile Tool with Integration Perks but Sluggish Performance

**Rating:** 2.5/5.0 stars

**Reviewed by:** Samuel B.

**Reviewed Date:** January 23, 2026

**What do you like best about Hex?**

I like Hex mostly for its interface, which makes it easy to create queries using different codes like SQL and Python. This allows us to access data from different sources efficiently. It's helpful to have everything in one place, especially since we deal with multiple sources of information that need different processing and SQL languages. The integration with Google Forms and other tools is also very helpful.

**What do you dislike about Hex?**

Hex is very slow, which is a big downside. I also have issues with cache not refreshing as expected, especially with large projects, and it takes a long time to refresh. There are limitations on tables, particularly with conditional formatting, as it can only be applied based on the value of the specific column, rather than referencing a different column or using a formula for more dynamic functionality.

**What problems is Hex solving and how is that benefiting you?**

Hex helps me quickly centralize information and data, and create visuals for deeper analysis.

  ### 40. Effortless SQL-Python Integration, But Row Limits Can Be Restrictive

**Rating:** 5.0/5.0 stars

**Reviewed by:** Andreia S. | Junior Data Analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** October 27, 2025

**What do you like best about Hex?**

It is so easy to combine SQL with Python! I love how accessible it is to call variables created in different cells. The charts and pivot tables tools also work great and are very intuitive.

**What do you dislike about Hex?**

This is probably related with my subscription tier, but I cannot work with tables with millions of rows, so I need to reduce my datasets early in the projects, which may be a bit limiting sometimes.

**What problems is Hex solving and how is that benefiting you?**

I'm currently using Hex for several problems:
- Replacing some dbt models - currently my team has no data engineer, so most of our dbt infrastructure is now turned off. This means I had to migrate some models into Hex, to be able to continue doing my mains tasks, related with sales forecasting.
- Perform some ad-hoc analysis.
- Build some dashboards - currently this is the only BI tool my company is using, so I'm migrating here some dashboards we used to have in the previous BI tool.
- Build simple forecasting models.

  ### 41. Powerful Python/SQL/Markdown (and R), but needs universal Cmd/Ctrl+Enter to run cells

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Consumer Goods | Mid-Market (51-1000 emp.)

**Reviewed Date:** February 10, 2026

**What do you like best about Hex?**

The combination of Python, SQL, and Markdown within one "script" is invaluable. Sometimes Python doesn't do enough and I need to write some SQL code. Also we have a lot of R users in our organization so adding that is super helpful for us!

**What do you dislike about Hex?**

The fact that I can't press "Cmd + Enter" to run a cell is borderline criminal. The way you have users run code by defaulting to run every cell is awful. It genuinely makes me want to use other products. "Cmd + Enter" or "Ctrl + Enter" is universal in programming. It should be the case in Hex as well.

**What problems is Hex solving and how is that benefiting you?**

Both the script scheduler and the database caching are huge for us. Being able to run automated scripts while ensuring the data is the most recent for our warehouse is pivotal.

  ### 42. Enhanced Visibility and Integration with Hex

**Rating:** 5.0/5.0 stars

**Reviewed by:** Alex G.

**Reviewed Date:** January 10, 2026

**What do you like best about Hex?**

I use Hex for understanding revenue, costs, capacity use, and reliability of our infrastructure. I appreciate how it makes it way easier to get visibility into what's going on and to share insights between technical and non-technical parties. It's like a lingua franca for working with finance. I really like the ease of integration with BigQuery and the overall look and feel of the dashboards it creates. It's easier for me to use Hex to query BigQuery than using BigQuery's own UIs. The initial setup of Hex was also very easy.

**What do you dislike about Hex?**

There are a few things: 1. The autocomplete is still really bad for Python. 2. Better inline views of tables, etc to guide me in creating queries. 3. I'd love to have some more chart types to play with. 4. There should be better support for blending different time series into the same plot without creating additional dataframes and hacking it the hard way. For example, blending a revenue query with a cost query is actually kind of hard.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for understanding revenue, costs, capacity use, and reliability. It simplifies visibility, sharing insights between technical and non-technical parties, and serves as a common language for finance.

  ### 43. Great for Data Analysis, Improvable in Charts

**Rating:** 4.0/5.0 stars

**Reviewed by:** Andrea M.

**Reviewed Date:** January 09, 2026

**What do you like best about Hex?**

I like the organization of the notebook in Hex, clean and tidy thanks to the ability to rename everything, and I find it easy to update using the search tool. I appreciate the ability to comment, which allows me to ask for feedback on charts directly. I find the integrated AI very useful for solving errors by providing context, for performing extractions with great accuracy and Python code. Additionally, the ability to give personalized instructions is an advantage, as Hex is able to correctly filter the various tables based on the requests made.

**What do you dislike about Hex?**

The default charts of Hex are limited and lack important features. They are not very interactive once published in a dashboard, and the axis names cannot be parameterized with input. The collections function is unclear and lacks a system of folders and subfolders, making it difficult for stakeholders to find the dashboards and analyses of their interest. The settings for publishing a notebook are unclear regarding the use of the cache. The graph mode of the notebook is interesting but currently confusing and does not help in understanding the organization.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for the clean organization of notebooks with the ability to rename everything, ease of sharing, and customization. I like the commenting feature, the integrated AI for solving errors, and the accuracy in extractions.

  ### 44. AI-Powered Data Analytics Game-Changer

**Rating:** 4.5/5.0 stars

**Reviewed by:** Riccardo P.

**Reviewed Date:** January 08, 2026

**What do you like best about Hex?**

I love how Hex's AI agent keeps improving with every release, really empowering my job through brainstorming, code building for SQL or Python, and general debugging. It's pretty smart and handles notebook cells, such as deletion, creation, input, and filters, effectively builds apps on its own, and significantly speeds up the delivery of data apps. I use Hex for data analytics, developing data apps, sharing notebooks with colleagues, and cooperating with fellow data analysts. The integration with Slack for notifications and the ability to attach graphs in Notion smartpapers are also valuable.

**What do you dislike about Hex?**

I don't like the repetitive clicks for formatting metrics and repetitive specifications to prompt the AI agent. Also, the repetitive cell creations just for adding text in the app builder are tedious. The notification system should be more flexible about the conditions to trigger alerts, not limited to when a dataframe reaches a certain amount of rows. Initially, using Kjingas grammar for dynamic filters was not straightforward, and it was unclear how to feed SQL codes stored in strings from other dataframes.

**What problems is Hex solving and how is that benefiting you?**

I use Hex for data analytics and developing data apps, which helps with dashboard management and responding to quick data questions from stakeholders. It enhances collaboration with fellow analysts and integrates with Slack for notifications.

  ### 45. Efficient Low-Code Platform with Easy Setup

**Rating:** 4.0/5.0 stars

**Reviewed by:** Bennett G. | Operations Associate, Mid-Market (51-1000 emp.)

**Reviewed Date:** February 26, 2026

**What do you like best about Hex?**

I really like how easy Hex is to use. They have a lot of prebuilt components that require less customization, which makes it more straightforward. I also enjoy being able to query from other data frames that you can produce within Hex. It's self-referential and allows for efficient data manipulation.

**What do you dislike about Hex?**

Hex has released a couple updates that have broken some of my setups because some logic that previously worked no longer works within the new update. It's a bit frustrating having to go back and update every single one of my setups when one of those updates happens.

**What problems is Hex solving and how is that benefiting you?**

Hex allows me to build freestanding tools using their low-code software, which I wouldn't be able to make otherwise without having an engineer build it for me.

  ### 46. Effortless Data Visualization with Quick AI Insights

**Rating:** 4.5/5.0 stars

**Reviewed by:** Reign M. | General Operations Officer, Mid-Market (51-1000 emp.)

**Reviewed Date:** March 26, 2026

**What do you like best about Hex?**

I like Hex for its ease of use and quick response to my queries. I also appreciate the AI agent which creates charts and queries automatically, saving me a lot of time and effort in terms of data analysis. The initial setup of Hex was quite simple.

**What do you dislike about Hex?**

When it runs heavy queries, it gives up then and there instead of offering a solution such as narrowing down the query to a certain cohort, limiting the output enough for a solid sample, etc.

**What problems is Hex solving and how is that benefiting you?**

I find Hex makes pulling data and creating visualizations easy and helps analyze root causes of data anomalies. The AI agent saves time by creating charts and queries automatically.

  ### 47. Empowers Data Science with Ease and AI Prowess

**Rating:** 4.5/5.0 stars

**Reviewed by:** Daron P.

**Reviewed Date:** January 05, 2026

**What do you like best about Hex?**

I use Hex for executing data science and analytics tasks, like creating internal-facing dashboards and running ETL processes. I find it very easy to access Snowflake data and like the ability to switch between SQL and Python to complete complex tasks. Creating dashboards is particularly simple, and I love the ease of creating parameterized workflows. My two favorite features are the ease of dashboard creation and the fantastic AI tool. The AI tool stands out because it views the entire codebase, understands what I'm trying to accomplish, and does a great job of writing its own code or fixing errors. Setting up Hex was very easy, which is one of my favorite parts because it makes sharing notebooks and components with my teammates super easy. I can also see the source code for dashboards very easily, which I really enjoy.

**What do you dislike about Hex?**

I feel there is a data engineering component that could be improved. I would LOVE to see an ability to run workflows that save files into a Hex filesystem that would make files accessible across other projects. One thing I've been struggling with is using components that involve complex queries in dashboards with live filters because by making one change it re-executes the entire component. Ideally, I'd like to have some workflows that run the component code daily, save out a CSV file, then my dashboard accesses that CSV file so it doesn't waste compute and improve dashboard speed and end user experience. It's not easy for data scientists to get access to Snowflake to create temporary tables, so having some kind of HDFS setup would be great to allow us to easily quick and dirty save out files for re-use within Hex or download for using in other setups.

**What problems is Hex solving and how is that benefiting you?**

I use Hex to easily execute data science tasks, access Snowflake data, switch between SQL and Python, and create dashboards. Its AI tool reviews my codebase, fixes errors, and writes code, enhancing workflows. Dashboard creation is seamless and efficient.

  ### 48. Hex Feels Like a True Data Partner for Business Outcomes

**Rating:** 5.0/5.0 stars

**Reviewed by:** Guido V. | Senior Product Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** March 09, 2026

**What do you like best about Hex?**

Everything. I feel like Hex has been the data partner that helps me better understand my business outcomes and clarify the next goals I want to build toward. What's also great: you chat, Hex provides! Super easy to use, and has become my sidekick using it several times a day.

**What do you dislike about Hex?**

Nothing so far! Hex has even pointed out small gaps in the data tables and shown that what looked like hallucinations weren’t really that, but rather data opportunities to improve.

**What problems is Hex solving and how is that benefiting you?**

Getting instant feedback on key business questions is a huge win for me. I also love that the data in the dashboards auto-refreshes—FTW. And the threads make it easy to follow up on insights and keep the conversation moving.

  ### 49. Versatility and Ease in KPI Analysis

**Rating:** 4.5/5.0 stars

**Reviewed by:** Alonso A. | Staff Data Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** March 13, 2026

**What do you like best about Hex?**

I like the versatility that Hex offers by combining Python and SQL with the context of the data warehouse and the agent. I also appreciate the discoverability of insights and data. Development in notebook mode is simple and increasingly clear with the sections and the filter component. Additionally, lately, the agent has surprised me with its good performance. The initial setup of Hex was very simple and comes with good documentation.

**What do you dislike about Hex?**

The slowness sometimes in some dashboards, it would be good to advise on how to better develop the notebook to optimize it in terms of speed.

**What problems is Hex solving and how is that benefiting you?**

Hex solves problems such as answering natural language questions about metrics, tracking basic KPIs, and creating tools for other teams with data.

  ### 50. Intuitive Data Analysis with Room for Improvement

**Rating:** 4.0/5.0 stars

**Reviewed by:** Jake N.

**Reviewed Date:** January 17, 2026

**What do you like best about Hex?**

I like that Hex is generally pretty easy to use and rerun once I make updates to previously generated sections of a dashboard. The things that I know how to do with Hex are pretty intuitive.

**What do you dislike about Hex?**

There are some things that just don't feel super intuitive. I wish it was easier to just query from something that I utilize quite frequently. Finding things within a similar structure or source could be a huge improvement because oftentimes, I find it hard to just do basic things that I do all the time. You have to create the right kind of module or query from the right data source.

**What problems is Hex solving and how is that benefiting you?**

I use Hex to generate reports and SQL queries across multiple data sources, which I share with my team for data analysis. It helps me track project success by analyzing feature utilization using Snowflake integration.


## Hex Discussions
  - [What is Hex Technologies used for?](https://www.g2.com/discussions/what-is-hex-technologies-used-for)

- [View Hex pricing details and edition comparison](https://www.g2.com/products/hex-tech-hex/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-14+17%3A29%3A50+-0500&secure%5Bsession_id%5D=ca3159bf-efaa-4d65-bfd2-4be929f802d3&secure%5Btoken%5D=2109942faf5f767cd763768a7b0ba157cea88727f1932b6528f817f071e51c4c&format=llm_user)
## Hex Integrations
  - [Agentforce Sales (formerly Salesforce Sales Cloud)](https://www.g2.com/products/agentforce-sales-formerly-salesforce-sales-cloud/reviews)
  - [Amazon Athena](https://www.g2.com/products/amazon-athena/reviews)
  - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews)
  - [Amazon Simple Storage Service (S3)](https://www.g2.com/products/amazon-simple-storage-service-s3/reviews)
  - [Amplitude Analytics](https://www.g2.com/products/amplitude-analytics/reviews)
  - [Claude Code](https://www.g2.com/products/anthropic-claude-code/reviews)
  - [ClickHouse](https://www.g2.com/products/clickhouse/reviews)
  - [Confluence](https://www.g2.com/products/confluence/reviews)
  - [Cursor](https://www.g2.com/products/cursor/reviews)
  - [dbt](https://www.g2.com/products/dbt/reviews)
  - [DigitalOcean](https://www.g2.com/products/digitalocean/reviews)
  - [Gemini Enterprise](https://www.g2.com/products/google-gemini-enterprise/reviews)
  - [GitHub](https://www.g2.com/products/github/reviews)
  - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews)
  - [Google Workspace](https://www.g2.com/products/google-workspace/reviews)
  - [GPT for Work](https://www.g2.com/products/gpt-for-work/reviews)
  - [Jira](https://www.g2.com/products/jira/reviews)
  - [Mailgun](https://www.g2.com/products/mailgun/reviews)
  - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews)
  - [MotherDuck](https://www.g2.com/products/motherduck/reviews)
  - [Notion](https://www.g2.com/products/notion/reviews)
  - [PostgreSQL](https://www.g2.com/products/postgresql/reviews)
  - [Retool](https://www.g2.com/products/retool/reviews)
  - [Slack](https://www.g2.com/products/slack/reviews)
  - [Snowflake](https://www.g2.com/products/snowflake/reviews)
  - [Supabase](https://www.g2.com/products/supabase-supabase/reviews)
  - [Typeform](https://www.g2.com/products/typeform/reviews)
  - [Zapier](https://www.g2.com/products/zapier/reviews)

## Hex Features
**Reports**
- Reports Interface
- Steps to Answer
- Graphs and Charts
- Score Cards
- Dashboards

**Functionality **
- Ease of Use
- File Management
- Multi-Language Support
- Customization
- Straight-Out-the-Box Functionality
- Help Guides
- Patching & Updates

**System**
- Data Ingestion & Wrangling

**Data Preparation**
- Connectors

**Data Connectivity and Prep - Agentic Analytics**
- Data Source Connectivity
- Automated Data Preparation

**Model Development**
- Language Support
- Drag and Drop
- Pre-Built Algorithms
- Model Training

**Model Development**
- Feature Engineering

**Data Modeling and Blending**
- Data Querying
- Data Filtering
- Data Blending

**Autonomous Insight Generation - Agentic Analytics**
- Continuous Pattern Detection
- Multi‑Step Reasoning
- Predictive & Prescriptive Analytics

**Machine/Deep Learning Services**
- Computer Vision
- Natural Language Processing
- Natural Language Generation
- Artificial Neural Networks

**Machine/Deep Learning Services**
- Natural Language Understanding
- Deep Learning

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Interaction and Workflow - Agentic Analytics**
- Natural Language Query and Conversational Analytics
- Action Triggering & Workflow Orchestration
- Explainability & Audit Trails

**Deployment**
- Managed Service
- Application
- Scalability

**Agentic AI - Analytics Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making

**AI Agent Management - Agentic Analytics**
- Agent Configuration & Goals
- Continuous Learning & Feedback

**Self Service **
- Calculated Fields
- Data Column Filtering
- Data Discovery
- Search
- Collaboration / Workflow
- Automodeling

**Generative AI**
- AI Text Generation
- AI Text Summarization
- AI Text-to-Image

**Deployment & Integration - Analytics Platforms**
- No-code Dashboard Builder
- Report Scheduling and Automation
- Embedded Analytics and White-labeling
- Data Source Connectivity

**Advanced Analytics**
- Predictive Analytics
- Data Visualization
- Big Data Services

**Agentic AI - Data Science and Machine Learning Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making

**Performance & Scalability - Analytics Platforms**
- Large data handling and Query Speed
- Concurrent User Support

**Advanced Analytics & Modeling - Analytics Platforms**
- Data Modeling and Governance
- Notebook and Script Integration
- Built-in Predictive and Statistical Models

**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 Hex Alternatives
  - [Tableau](https://www.g2.com/products/tableau/reviews) - 4.4/5.0 (3,534 reviews)
  - [Mode](https://www.g2.com/products/mode-mode/reviews) - 4.5/5.0 (319 reviews)
  - [Deepnote](https://www.g2.com/products/deepnote/reviews) - 4.5/5.0 (377 reviews)