Knowledge layerfor AI
Unify data assets, semantics, and tribal knowledge so AI can answer and act with confidence.
THE END OF
TRIBAL
KNOWLEDGE
The modern analytics stack captures data - but not the knowledge around it.
That's why today's data analytics agents struggle: they lack context.
So we’re building Hunch, a layer that captures tribal knowledge and sits between your data and AI.
Now you can build amazing AI apps that knows your data like you do.
What changes when AI understands your data
Rely on AI that answers correctly, not confidently wrong.
Reuse existing knowledge instead of rebuilding logic per agent.
Serve business users with self-serve chat over your data.
Hear it from the experts.
Leaders building the next generation of analytics

Kaan Turnali
ex SAP, VP ENTERPRISE ANALYTICS

Michael Kaufman
LONE OAK PARTNERS, FOUNDER

Jonathan Sharr
SENIOR DIRECTOR, DATA & ANALYTICS

Assa Efraim
START.IO, DIRECTOR OF DATA

Amir Engel
WESKI, HEAD OF ANALYTICS
The Agentic Analytics Data Stack
Catalog
Pull in any data asset in your organization, organize and model your data as reusable components
Knowledge Layer
A unified semantic layer that maps your entire data landscape with relationships, metrics, and business logic
Agents
Define agents with declarative YAMLs, point to existing and new data assets
Analytics
Governance
Core Principles
Composable
Define data assets once, use them in any agent
Trust
Enforce agents to provide answers based on verified data context
Pro-Active
Alerts when agents don't have enough context
No Vendor Lock
Full ownership and control of the solution, no 3rd party black box
Designed to help data teams build agentic data products
Chat over your data app
Build conversational interfaces that let users query your data naturally.
Chat over your data app
Build conversational interfaces that let users query your data naturally.
Root cause analysis agent
Automatically identify the underlying causes of anomalies in your data.
Root cause analysis agent
Automatically identify the underlying causes of anomalies in your data.
Pro-active agent
Set up intelligent alerts that notify stakeholders before issues escalate.
Pro-active agent
Set up intelligent alerts that notify stakeholders before issues escalate.
Predictive agent
Leverage ML models to forecast trends and anticipate future states.
Predictive agent
Leverage ML models to forecast trends and anticipate future states.
Chat over your data app
Build conversational interfaces that let users query your data naturally.
Chat over your data app
Build conversational interfaces that let users query your data naturally.
Root cause analysis agent
Automatically identify the underlying causes of anomalies in your data.
Root cause analysis agent
Automatically identify the underlying causes of anomalies in your data.
Pro-active agent
Set up intelligent alerts that notify stakeholders before issues escalate.
Pro-active agent
Set up intelligent alerts that notify stakeholders before issues escalate.
Predictive agent
Leverage ML models to forecast trends and anticipate future states.
Predictive agent
Leverage ML models to forecast trends and anticipate future states.
PLATFORM
Built on a powerful foundation
From semantic layer to observability, every layer of Hunch is engineered to give you the tools to build reliable, scalable AI data products.
Robust knowledge layer
A unified semantic layer that maps your entire data landscape. Define relationships, metrics, and business logic in one place.
Agent verification
Validate agent outputs against your semantic definitions. Ensure accuracy and consistency across all AI-generated insights.
Analytics over time
Track agent performance, data usage and get visibility into how your AI products are being utilized.
Full observability
Monitor every query, trace every decision and debug context issues quickly with complete visibility.
Works with your data stack and AI
Seamlessly integrate with your existing data infrastructure.
Credentials Configuration
Configure the credentials for BigQuery integration.
Access data assets from any internal AI agent you're building.
Connect to Claude, ChatGPT, or Cursor to speed up every analytics task.
Security
SOC 2 TYPE II compliant. Industry-grade security and privacy are built-in.
Single sign-on and role-based access controls for teams.
Single sign-on and Identity provider support.
Enforce specific cloud regions for your compliance requirements.
Bring your own cloud and LLMs for self-hosting.
Build AI on data you can trust
Book a demo
Experience the power of instant data queries




