---
title: Hex Reviews
meta_title: 'Hex Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 402 reviews by the users' company size, role or industry
  to find out how Hex works for a business like yours.
aggregate_rating:
  rating_value: 4.5
  review_count: 402
  scale: '5'
date_modified: '2026-07-12'
parent_category:
  name: Analytics Tools & Software
  url: https://www.g2.com/categories/analytics-tools-software
---

# Hex Reviews
**Vendor:** Hex Tech  
**Category:** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)  
**Average Rating:** 4.5/5.0  
**Total Reviews:** 402
## 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** in Hex, appreciating its seamless data integration and user-friendly setup. (114 reviews)
- Users love the **s seamless integration of SQL and Python** , enhancing their analytical workflows effortlessly. (73 reviews)
- Users highlight the **seamless data management** capabilities of Hex, enhancing collaboration and integration with multiple databases. (69 reviews)
- Users appreciate the **effortless SQL and Python integration** in Hex, enhancing their data analysis experience significantly. (66 reviews)
- Users appreciate the **seamless data analysis capabilities** of Hex, enabling complex tasks with interactive, user-friendly tools. (55 reviews)
- Useful (55 reviews)
- Intuitive (48 reviews)
- Users value the **Python support** in Hex, enabling effortless dashboard creation and seamless switching between Python and SQL. (48 reviews)
- User Interface (42 reviews)
- Data Visualization (40 reviews)

**What users dislike:**

- Users highlight the **limited features** of Hex, noting restrictions in editing capabilities and dashboard functionalities. (43 reviews)
- Users find the **missing features** in Hex frustrating, particularly the lack of saved results and inadequate visualizations. (39 reviews)
- Users find Hex **lacking essential features** , particularly in dashboarding and advanced data manipulation capabilities. (35 reviews)
- Users often experience **slow performance** with Hex, including crashes and limitations in computational capacity. (28 reviews)
- Users face **data management issues** with Hex, including failed runs and unhelpful customer support for troubleshooting. (27 reviews)
- Users find Hex's **limited visualization capabilities** frustrating due to data size restrictions and inadequate filtering options. (26 reviews)
- Users find Hex's **limited customization** options frustrating, hindering its potential as a comprehensive data visualization tool. (24 reviews)
- Notebook Usability (22 reviews)
- Bugs (19 reviews)
- Lack of Customization (19 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. Hex AI 10/10 without credit limits. With proposed limits 3/10, gutting main benefit.

**Rating:** 3.0/5.0 stars

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

**Reviewed Date:** June 05, 2026

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

I oversee our Operations department. Myself and most of my team don't have a lot of experience with writing sql, phython, etc. The product makes it SUPER easy to analyze our data, automate certain workflows, and move super quickly here. Your platform also serves as a secure way to get my team, and others, access to the data. Hex AI is the 1# feature for us.

**What do you dislike about Hex?**

There are two things. 
- The #1 issue is the credit system you're about to release. The reason we've been able to move quickly is because we didn't have this credit limit. I can't do like anything with 40 credits. Some of my team use like 500 credits creating new visuals and automations. This is going to stop us in our tracks here and make us to look for alternatives. 
- The #2 issue is that we've made all these great visuals but we keep hitting page limits and so we have many many one off visuals now. If we could somehow have bigger projects that would make navigating insights and managing systems much easier.

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

Main Problem is the business side is reliant on a different department to build visuals and automations. With Hex (and especially Hex AI), we can make significant progress in investigating issues we've identified and solving them. We can't solve everything. But this opens up our dedicated Product and Dev team on problem sets that require technical expertise.

  ### 5. Efficient Tool for Data Analysis with Seamless Integration

**Rating:** 5.0/5.0 stars

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

**Reviewed Date:** May 29, 2026

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

I really like Hex because it's really friendly for me, especially in how it fits the workflow of a data analyst. The connectivity between cells in the notebook functionality is something I appreciate. I also like that Hex can mix SQL and Python, storing all the variables, tables, and building upon it. The ability to use it with my Claude Code via the Hex CLI for scaffolding analysis is pretty good. Additionally, I enjoy the nice design of Hex.

**What do you dislike about Hex?**

I found the agent capacity quite limiting due to the lack of context. HEX needs a stronger connector to the context ecosystem, like GitHub, Google Workspace, Slack, etc. It would be nice to have more robust context settings for each user and project level so that the HEX agent understand business use cases better.   The refresh of the project can be a bit annoying, as what's refreshed in the production app is different from what it is in edit mode. I wish it always showed the latest data between the two.

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

I use Hex for new product launches and various analyses, like experiment analysis and quick sizing tasks, which makes my work as a data analyst more efficient.

  ### 6. Versatile AI Agents and Seamless SQL-Python Notebooks for a Hassle-Free Workflow

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.)

**Reviewed Date:** May 27, 2026

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

Its versatility that provides me the ability to utilize AI agent to execute preprocessing and also help to elevate the end product UI so that users can easily navigate through it. Also, it's ability to support integrations SQL query and python in the same notebook provide hassle free experience without having to set up query and preprocessing in different places which is hard to manage.

**What do you dislike about Hex?**

Although it allows teams to collaborate, it often is a messy experience as someone could come in and made an edit to the dashboard without publishing, then another person could come in without knowing it and update something and publish, then realized something was not right as the code has been changed. I hope there could be a way to create an isolated space under a project so that each of the members on the team can come in and edit without having to worry about the aforementioned issue. In addition, if the dashboard project gets larger for having more codes, more data to process, the entire notebook becomes very laggy, and typing codes can be slow as well.

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

Hex used to have an AI assistant Magic, but it was not very useful compared to other AI such as Claude or GPT. But the recently updated to Hex agent made a significant difference in understanding the users' prompts and is able to dive deeper in fixing bugs in the code. That has level up the dashboard building experience for me.

  ### 7. 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.

  ### 8. 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.

  ### 9. 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.

  ### 10. 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.


## 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/hex-review-13071863?section=pricing&secure%5Bexpires_at%5D=2026-07-13+01%3A11%3A47+-0500&secure%5Bsession_id%5D=7840431f-32fe-41e6-a406-c12421679632&secure%5Btoken%5D=9ad82814b6389c3018c62b20b53a2e8c3705399db9d709de272545593b6ce8e3&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)
  - [Amplitude Analytics](https://www.g2.com/products/amplitude-analytics/reviews)
  - [Claude Code](https://www.g2.com/products/anthropic-claude-code/reviews)
  - [Cursor](https://www.g2.com/products/cursor/reviews)
  - [dbt](https://www.g2.com/products/dbt/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)
  - [HubSpot Marketing Hub](https://www.g2.com/products/hubspot-marketing-hub/reviews)
  - [Jira](https://www.g2.com/products/jira/reviews)
  - [Looker](https://www.g2.com/products/looker/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
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