The complete toolkit for improving AI accuracy on data
The Context Studio is the only unified experience for data teams to observe, test, and deploy agents.
Purpose-built for every step of context curation
Manage context
Build and curate context at every level, directly inside of Hex.
Observe interactions
See what users ask, how questions topics tend, and where context breaks down.
Audit, test, deploy
Drill into specific agent behaviors, refine context, and test changes before deploying.
AI-powered assistance directly into your Hex projects. Write and edit code, ask questions, and get answers all in one place.
Ask natural language questions and get AI-powered insights based on semantic models and warehouse tables
Write and edit semantic resources using natural language. Describe the model you want and let the agent generate or update it.
Chat with App enables users to ask natural language questions and get AI-powered insights from published apps.
Manage context
Create, organize, and control the context your agents rely on — without overwhelming them.
Build semantic models from where you're working
Define metrics and business logic directly in Hex, and use the Modeling Agent to quickly bootstrap models with natural language.
Agents that understand your business
Give agents company-specific terminology, definitions, and best practices through workspace rules and domain-specific guides.
Observe interactions
A 360° view of agent interactions. Monitor questions asked and answers delivered across Threads, the Notebook agent, Slack, and MCP — all in one place.
Uncertainty tagged on the fly
Warnings are auto-tagged to interactions where the agent lacks sufficient context.
Trends surfaced automatically
See question domains that are growing, trending, or newly emerging with Topics.
| DATE | AGENT | PROMPT | USER | ROLE | TOPIC | WARNINGS |
|---|---|---|---|---|---|---|
| 44 min ago | Notebook | How did revenue change across the Outer Rim compared to last quarter? | Luc Patton | Admin | Revenue by Product Line | |
| 1 hr ago | Threads | Which product lines saw the strongest Research-sector demand? | Eels Gulsen | Editor | Sales Breakdown | User doubt |
| 2 hrs ago | Modeling | Help me define measures and dimensions for the Core Worlds semantic model. | Andrei Leesom | Explorer | Sector Analysis | |
| 3 hrs ago | Threads | Give me a breakdown of negative customer feedback in the Outer Rim this month. | Andrei Leesom | Explorer | Sector Revenue | Missing context |
| 3 hrs ago | Threads | What are this quarter's top customer pain points in the Outer Rim? | Andrei Leesom | Explorer | Quarterly Trends |
Audit, test, deploy
Diagnose context gaps and pressure-test fixes.
All of the detail, none of the digging
When context gaps surface, audit agent interactions in detail and review suggested improvements with the Threads Inspector.
Test changes before they ship
Preview and test context changes with confidence from the Context Workbench.
“Context Studio gives us the confidence to roll out agents on our data. It's something I check every day — seeing context gaps and suggested improvements surfaced automatically provides a practical way for us to bring trusted AI self-service to the business.”
“Context Studio gives us the confidence to roll out agents on our data. It's something I check every day — seeing context gaps and suggested improvements surfaced automatically provides a practical way for us to bring trusted AI self-service to the business.”
A trusted approach to exploring data with AI
Context curation in Hex is designed for getting started quickly, fitting into modern data stacks, and bringing AI to every data workflow.
Start simple. Build as you go.
You don’t need built-out semantic models to start using agents in Hex. Start with lightweight data endorsements and metadata, then layer in deeper context over time.
One context, many workflows
The same context powers agent interactions across Threads, notebooks, Slack, and MCP, so each improvement scales to every workflow.
Built on open standards
Context Studio integrates with dbt MetricFlow, Cube, Snowflake Semantic Views, and external documentation systems, keeping your context portable, auditable, and aligned with the rest of your data stack.
Model what’s needed without getting boxed in
When you want to go off-road, use the Hex notebook for flexible and agile exploratory data analysis. No need to crank out code for single-use logic in an overly restrictive semantic layer.
“Development and deployment is so speedy. Seeing my semantic model changes immediately rendered in Hex was a joy.”
Peter R.
Data Engineer at Notion
“Hex made setting up a connection to MetricFlow a breeze! The intuitive click-and-drag UI empowers our stakeholders to perform self-serve analysis.”
Mercedes W.
Data Scientist at Weights & Biases
Bring speed & trust together in Hex
Get in touch with us to see a demo or find out which plan is right for you.