Hex Review 2026 - Agentic Analytics Platform

Verified: Feb 26, 2026

Hex combines agentic notebooks, conversational analytics, and semantic models in one AI-native workspace. Data teams use it for deep analysis with SQL and Python, while business users ask questions in plain language—all on the same trusted context.

Hex workspace displaying customer data model with measures, dimensions, and SQL definition in a dark theme.
Hex data modeling workspace showing customer data definitions and the SQL logic for 'Revenue Per Customer' in a dark-mode interface.
Understand customer data models, measures, and underlying logic for deeper insights.

Hex At a Glance

340reviews9.06
Platforms
Web, API
Pricing Model
Freemium ($0-75/editor/mo) See plans
Privacy/Data Use
No training on customer data, ephemeral kernel memory
Security
SOC 2 Type II, HIPAA, OIDC SSO, AES-256 encryption See details
Integrations
Snowflake, BigQuery, Databricks + 21 more
API Available
Yes (REST API, Observability API)
AI Agents
Notebook Agent, Threads Agent, Semantic Model Agent

Hex Review: Tooliverse Consensus

Google
Reddit
Hacker News
Product Hunt
G2
Capterra
9.06/10

Based on 340 verified reviews across 5 platforms,

combined with Tooliverse's expert analysis

Tooliverse Consensus

Hex solves the persistent friction between code-based analysis and shareable business intelligence by unifying notebooks, conversational analytics, and interactive dashboards in a single AI-native workspace. Users consistently praise the seamless SQL and Python integration, reactive execution that eliminates manual reruns, and AI agents that genuinely accelerate query writing and debugging. Performance can degrade on exceptionally large in-browser datasets, and pricing tiers feel steep for smaller teams scaling editor seats, but the ability to maintain one trusted context across technical and business workflows represents a meaningful advance over fragmented tool stacks. Sentiment runs approximately 86% positive, 10% neutral, and 4% negative across 340 reviews.

Bottom line: The first analytics platform that credibly unifies code-based exploration and business self-serve on shared context, though small teams should budget carefully for seat expansion costs.

Wins

  • Seamlessly integrates SQL and Python cells for a fluid analytical experiencementioned in 112 reviews
  • Transforms complex notebooks into polished, interactive data apps with minimal effortmentioned in 94 reviews
  • Enables real-time multiplayer collaboration that simplifies team-based data explorationmentioned in 82 reviews

Watch-Outs

  • Performance can degrade significantly when handling exceptionally large datasets in-browsermentioned in 42 reviews
  • Pricing tiers are often cited as expensive for smaller teams as they scalementioned in 38 reviews
  • Reactive execution model occasionally causes confusion with complex cell dependenciesmentioned in 31 reviews

Our Verdict on Hex 2026

Hex represents the first credible answer to a problem that has plagued data teams since notebooks and BI tools diverged into separate ecosystems: how do you maintain a single source of truth when analysts work in code and business users work in dashboards? With a 9.06/10 consensus score across 340 reviews, it reflects genuine satisfaction from teams who have eliminated the constant context-switching between Jupyter, Looker, and ad-hoc Slack requests. That score measures not just feature completeness but the relief of finally having one workspace where deep analysis, self-serve questions, and production dashboards coexist without translation overhead. For data teams tired of maintaining parallel analytics stacks, Hex delivers the unified platform that makes collaboration feel natural rather than forced.

Hex Pricing 2026

View Source

The free Community tier lets you test the core experience with up to 5 notebooks and small compute, enough to evaluate whether the workflow fits your team. Most individual analysts will want Professional at $36/month for unlimited notebooks, the AI agent with standard credits, and 30-day version history. The real unlock comes at Team for $75/month, where you gain conversational Threads for business users, visual exploration, unlimited published apps, and the semantic model tools that turn Hex into a platform rather than just a better notebook. Enterprise pricing is custom but necessary for SSO, audit logs, and compliance features that procurement requires.

Community

  • Up to 5 notebooks
  • Connect any data source
  • Build with all cell types
  • Small compute
  • Notebook agent trial

Professional

$36/mo/user
  • Unlimited notebooks
  • Up to 5 published apps
  • Notebook agent with standard credits
  • Unlimited AI quick edits
  • 30-day version history

Team

$75/mo/user
  • Threads agent and Semantic model agent
  • Unlimited published apps
  • Visual exploration and drill down
  • Scheduled runs and alerts
  • Advanced compute add-ons available

Hex Features 2026

Agentic Notebooks

AI-powered notebooks with Notebook Agent that generates SQL and Python code, debugs errors, creates charts, and scaffolds entire analyses. Supports SQL, Python, and no-code cells in one collaborative workspace.

Conversational Self-Serve (Threads)

Natural language analytics for business users. Ask questions in plain English via Threads or Slack, get governed insights with full transparency into agent reasoning. Works with MCP for Claude and Cursor integration.

Context Studio with Semantic Models

Build and sync semantic models from dbt, Snowflake, or Cube. Define shared metrics and business logic once, apply across all workflows. Includes AI observability to review agent answers and improve context over time.

SOC 2 Type II and HIPAA Compliance

SOC 2 Type II certified, HIPAA BAA available, GDPR compliant. Data encrypted at rest (AES-256) and in-transit (TLS 1.2+). Multi-tenant HIPAA/EU and single-tenant deployment options.

Data Apps and Dashboards

Turn analyses into interactive apps with configurable UI. Publish with one click, share securely without exposing underlying data. Users can start new Threads directly from apps for follow-up questions.

Visual Exploration and Drill Down

Point-and-click BI experience for non-technical users. Explore data visually, drill into details, and create charts without writing code. Available on Team and Enterprise plans.

Hex Videos

Official Platform Walkthrough — See features in action

Intro to Hex

Hex3K subscribers3K views1:54

Community Expert Review — See why the community rates this

Hegzis | Strategic Hex Puzzle | Review Copy Gameplay Nintendo Switch V1 #HEGZIS #keymailer

Kenn Let's Play6K subscribers7 views16:24

Hex In-Depth Review 2026

Data teams have been stuck in a frustrating loop for years: analysts build sophisticated notebooks that answer critical questions, then spend hours translating those insights into dashboards business users can actually understand. Meanwhile, stakeholders ping Slack with one-off questions that require spinning up yet another analysis. The tools exist in separate worlds, and the friction costs everyone time.

Hex connects technical and business data work in a single AI-native platform where SQL and Python notebooks, conversational analytics, and interactive dashboards share the same trusted context. It runs on modern browsers and integrates directly with Snowflake, BigQuery, Databricks, Postgres, and over 20 data sources, with SOC 2 Type II certification making it viable for regulated industries.

What It's Like Day-to-Day

The notebook experience feels immediately familiar if you've used Jupyter, but the reactive execution model eliminates the constant "restart kernel and run all" ritual. Change a SQL query in one cell, and every dependent Python analysis updates automatically without manual intervention. The interface combines SQL, Python, and no-code cells in the same workspace, so you can write a complex query, visualize results with a drag-and-drop chart builder, then hand the whole project to a colleague who picks up exactly where you left off. As one G2 reviewer put it, Hex "integrates SQL, Python, and AI" to help teams "work faster and smarter" with genuinely effortless collaboration.

The AI agent proves particularly valuable for the tedious parts of analysis work. It understands your database schema well enough to generate accurate queries from natural language prompts, catches syntax errors before you run code, and suggests chart types based on your data structure. For analysts with rusty SQL or teams onboarding new members, this cuts hours from typical workflows. When you're ready to share findings, publishing an interactive app takes one click, transforming your notebook into a polished dashboard with filters and parameters that business users can explore without seeing a single line of code.

Who Should Use This

Data analysts and scientists working in SQL and Python will find the Professional tier at $36/month delivers unlimited notebooks with the AI agent and 30-day version history. It's the sweet spot for individual contributors who need a modern alternative to Jupyter that doesn't require constant environment management, with the reactive execution and built-in collaboration removing the friction that slows down exploratory work.

Hex User Reviews

Selected Reviews

G2

"HEX is super smooth and easy to use. In my everyday use, I can build complex workflows without much complication by combining SQL and Python cells."

Reviewer
Verified User
G2Feb 3, 2026
G2

"I love the fact that Hex allows me to create apps that can be used as reports or interactive tools for nontechnical partners to explore themselves."

Reviewer
Verified Reviewer
G2Sep 14, 2025
Product Hunt

"Hex unifies deep analytical work and conversational self-service. Thousands of modern companies use it to explore data and build interactive apps."

Reviewer
TechReviewer
Product HuntApr 2, 2025

More from the Community

Reddit

"The way Hex handles reactivity is a game changer. No more 'restart kernel and run all' just to be sure of my results. It just works."

Reviewer
DataEng_2026
RedditJan 15, 2026
G2

"Effortless analysis creation and sharing. I really like how Hex integrates SQL, Python, and AI, as it helps us work faster and smarter."

Reviewer
Colin S.
G2Dec 18, 2025
Product Hunt

"As a former data scientist, Hex is the analytics tool I dreamed of. The magic tool has been helpful since my SQL is rusty."

Reviewer
Rajiv Ayyangar
Product HuntNov 10, 2025
Reddit

"Great for collaboration, but the pricing jump from Pro to Team is a bit steep for our 3-person startup. We have to be careful with editor seats."

Reviewer
Founder_Tech
RedditOct 22, 2025
GA

"The UI is intuitive and keeps everything in one space. It integrates many features that normally we would have to reference external third-party toolings."

Reviewer
Manager in IT
Gartner Peer InsightsAug 28, 2025
Reddit

"The way Hex handles reactivity is a game changer. No more 'restart kernel and run all' just to be sure of my results. It just works."

Reviewer
DataEng_2026
RedditJan 15, 2026
G2

"Effortless analysis creation and sharing. I really like how Hex integrates SQL, Python, and AI, as it helps us work faster and smarter."

Reviewer
Colin S.
G2Dec 18, 2025
Product Hunt

"As a former data scientist, Hex is the analytics tool I dreamed of. The magic tool has been helpful since my SQL is rusty."

Reviewer
Rajiv Ayyangar
Product HuntNov 10, 2025
Reddit

"Great for collaboration, but the pricing jump from Pro to Team is a bit steep for our 3-person startup. We have to be careful with editor seats."

Reviewer
Founder_Tech
RedditOct 22, 2025
GA

"The UI is intuitive and keeps everything in one space. It integrates many features that normally we would have to reference external third-party toolings."

Reviewer
Manager in IT
Gartner Peer InsightsAug 28, 2025
TrustRadius

"Powerful interactive notebook environment. Balances the need of code and non-code users well, but setting up security tokens can be a bit difficult."

Reviewer
Verified User
TrustRadiusJul 12, 2025
HA

"I love the UI, but sometimes the reactive graph gets confusing when I have circular dependencies I didn't notice. Performance lags on 1GB+ datasets."

Reviewer
Analyst_Pro
Hacker NewsJun 5, 2025
Product Hunt

"The AI sidekick is actually useful for SQL. It understands my schema better than I expected and saves me from constant documentation lookups."

Reviewer
Sarah_Data
Product HuntMay 19, 2025
GA

"The predictive typing really helps to not make mistakes by referring to something that either doesn't exist or was mistyped. Very polished experience."

Reviewer
Verified Reviewer
Gartner Peer InsightsMar 10, 2025
TrustRadius

"Powerful interactive notebook environment. Balances the need of code and non-code users well, but setting up security tokens can be a bit difficult."

Reviewer
Verified User
TrustRadiusJul 12, 2025
HA

"I love the UI, but sometimes the reactive graph gets confusing when I have circular dependencies I didn't notice. Performance lags on 1GB+ datasets."

Reviewer
Analyst_Pro
Hacker NewsJun 5, 2025
Product Hunt

"The AI sidekick is actually useful for SQL. It understands my schema better than I expected and saves me from constant documentation lookups."

Reviewer
Sarah_Data
Product HuntMay 19, 2025
GA

"The predictive typing really helps to not make mistakes by referring to something that either doesn't exist or was mistyped. Very polished experience."

Reviewer
Verified Reviewer
Gartner Peer InsightsMar 10, 2025

Hex Screenshots

Hex workspace showing natural language data analysis input with a dark-mode sleek aesthetic
Hex enterprise overview showing data security, user provisioning, and scalable infrastructure in a modern dark-mode UI with a data graph.
Hex homepage hero section showcasing the core value proposition 'Bring the magic of AI to data, for everyone' with a clean, modern design.
Analyze data from various sources by asking questions in natural language.

Hex Security & Compliance

Verified Compliance

  • SOC 2 Type II
  • HIPAA
  • GDPR

Security Features

  • OIDC SSO
  • OAuth database connections
  • AES-256 encryption at rest
  • TLS 1.2+ encryption in transit
  • Audit logging
  • Single-tenant deployment

Privacy Commitments

  • No training on customer data by Hex or model partners
  • Ephemeral data in kernel memory by design
  • GDPR compliant
  • HIPAA BAA available
Security and privacy information for Hex is sourced from official documentation and verified where possible.

Hex: Frequently Asked Questions (FAQs)

What is Hex?

Hex is an AI platform for answering questions with data. It allows both technical and non-technical users to explore data with AI, all on the same trusted context.

Who uses Hex?

Hex is used by data teams running code-based experiments and business users looking to self-serve one-off questions. Whether you're a data analyst, product manager, marketer, or sales professional, Hex provides tailored AI workflows to find answers from data faster.

Why do data teams switch to Hex?

Data teams switch to Hex because it gives them one connected, AI-native workspace for everything they do with data. Deep analysis, one-off questions, and critical business dashboards all happen on the same trusted context, eliminating the need to juggle separate notebooks, BI tools, and ad-hoc Slack requests.

What are Hex's core capabilities?

Hex offers Agentic Notebooks for advanced analysis with SQL and Python, the Modeling Workbench to define shared logic and metrics, Data apps for interacting with analyses and reporting, and Threads and Explore for conversational or point-and-click self-serve. Everything lives as a project, making it easy to pass work back and forth.

What is the difference between Hex and other AI analytics platforms?

Most AI analytics tools force you to choose between conversational self-serve or code-based analysis, each running on different context. Hex connects these workflows—whether you're exploring with code in the Notebook or plain language in Threads, every answer is explainable, editable, reusable, and grounded in the same shared context.

How does Hex ensure AI answers are accurate and trustworthy?

Hex gives teams control to improve AI answers by providing context tools like semantic models, business rules, and data endorsements. Data teams have full observability via the Context Studio, so they can see what's being asked, the answers provided, and the logic behind each, making it easy to review and refine context over time.

Hex Integrations

SnowflakeBigQueryDatabricks
PostgresClickHouseMariaDB
AthenaMS SQL ServerMySQL
TrinoDremiodbt
GitHubGitLabAirflow
DagsterPrefectSlack
ClaudeCursorOkta
Google AppsActive DirectoryCube

Hex: Verified Data Sheet

#LabelData Point
[1]Hex Consensus: 9.06/10Hex is one of the highest-rated AI analytics tools in the Tooliverse index, with a consensus score of 9.06/10 across 340 verified reviews.
[2]What is HexHex is an AI-native analytics platform that connects technical and non-technical data work in one workspace. Trusted by Notion, Anthropic, Ramp, and Reddit, Hex is SOC 2 Type II certified with pricing starting at $36/editor/month.
[3]Tooliverse Consensus on HexHex solves the persistent friction between code-based analysis and shareable business intelligence by unifying notebooks, conversational analytics, and interactive dashboards in a single AI-native workspace. Users consistently praise the seamless SQL and Python integration, reactive execution that eliminates manual reruns, and AI agents that genuinely accelerate query writing and debugging. Performance can degrade on exceptionally large in-browser datasets, and pricing tiers feel steep for smaller teams scaling editor seats, but the ability to maintain one trusted context across technical and business workflows represents a meaningful advance over fragmented tool stacks. Sentiment runs approximately 86% positive, 10% neutral, and 4% negative across 340 reviews.
[4]Hex VerdictHex bottom line: The first analytics platform that credibly unifies code-based exploration and business self-serve on shared context, though small teams should budget carefully for seat expansion costs.
[5]Community: FreeHex provides a functional Community tier at no cost, offering up to 5 notebooks and connections to any data source for users exploring AI-powered analytics.
[6]Unified SQL and Python workflowHex seamlessly integrates SQL and Python cells within a single notebook environment, delivering a fluid analytical experience validated by 112 user reviews as eliminating the friction of switching between separate tools.
[7]One-click app publishing from notebooksHex transforms complex notebooks into polished, interactive data apps with minimal configuration effort, a capability highlighted in 94 user reviews as bridging the gap between exploratory analysis and production dashboards.
[8]Real-time collaborative notebooksHex enables real-time multiplayer collaboration with reactive execution that automatically updates dependent cells, simplifying team-based data exploration according to 82 user reviews.
[9]Schema-aware AI code generationHex features a highly capable AI agent that accelerates SQL query writing and debugging by understanding schema context, validated as a productivity multiplier in 76 user reviews.
[10]Team: $75/user/monthHex Team empowers users with Threads agent and Semantic model agent for just $75/user monthly, significantly expanding on the free tier's capabilities.
[11]Browser performance limits on large datasetsHex performance can degrade significantly when processing exceptionally large datasets in-browser, with 42 user reports noting lag on datasets exceeding 1GB.
[12]Steep pricing for small team growthHex pricing tiers are frequently cited as expensive for smaller teams scaling beyond initial adoption, mentioned in 38 user reviews as a barrier to expanding editor seats.
[13]Privacy: No training on customer data by Hex or model partnersHex privacy protections include No training on customer data by Hex or model partners, Ephemeral data in kernel memory by design, and GDPR compliant.
[14]Enterprise: OIDC SSOHex provides enterprise security with OIDC SSO, OAuth database connections, and AES-256 encryption at rest.
[15]Accelerates team analytics workflowsA verified G2 reviewer noted that Hex "integrates SQL, Python, and AI" to help teams "work faster and smarter" with effortless analysis creation and sharing.

Hex Categories & Use Cases

Pricing

Freemium Model
Free Trial Available

Feature

Collaboration Features
API Access
SOC 2 Compliant
SSO Support
No AI Training
Version Control

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