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Knowledge layerfor AI

Unify data assets, semantics, and tribal knowledge  so AI can answer and act with confidence.

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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

Scale from 0 to dozens of reliable analytics agents

Rely on AI that answers correctly, not confidently wrong.

Ship AI applications on your data in days, not quarters

Reuse existing knowledge instead of rebuilding logic per agent.

Scale analytics without scaling headcount

Serve business users with self-serve chat over your data.

Hear it from the experts.

Leaders building the next generation of analytics

TAP TO READ
Kaan Turnali

Kaan Turnali

ex SAP, VP ENTERPRISE ANALYTICS

TAP TO READ
Michael Kaufman

Michael Kaufman

LONE OAK PARTNERS, FOUNDER

TAP TO READ
Jonathan Sharr

Jonathan Sharr

SENIOR DIRECTOR, DATA & ANALYTICS

TAP TO READ
Assa Efraim

Assa Efraim

START.IO, DIRECTOR OF DATA

TAP TO READ
Amir Engel

Amir Engel

WESKI, HEAD OF ANALYTICS

The Agentic Analytics Data Stack

Sources
ClickHouse
dbt
Looker
Redshift
DataHub
BigQuery
Tableau
AWS Glue
Snowflake
Power BI
Postgres
OpenMetadata
Databricks
MySQL
Vertica
Azure Synapse
Supabase
MongoDB
ClickHouse
dbt
Looker
Redshift
DataHub
BigQuery
Tableau
AWS Glue
Snowflake
Power BI
Postgres
OpenMetadata
Databricks
MySQL
Vertica
Azure Synapse
Supabase
MongoDB
HUNCH CLOUD

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

Consumers
OpenAI
Claude
Cursor
Your App
Slack
Microsoft Teams
HUNCH CHAT

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.

sales_agent.yaml
1
sales_agent.yaml
1# Sales Agent Configuration
2name: sales_agent
3description: Analyzes sales and revenue
4
5models:
6 - customers
7 - orders
8
9glossary:
10 - revenue_by_region
11 - customer_lifetime_value
12 - average_order_value

Root cause analysis agent

Automatically identify the underlying causes of anomalies in your data.

rca_agent.yaml
1
rca_agent.yaml
1# Root Cause Analysis Agent
2name: rca_agent
3description: Investigates anomalies
4
5workflow:
6- revenue_drop_analysis
7
8models:
9 - customers
10 - orders
11
12glossary:
13 - revenue_by_region
14 - customer_lifetime_value
15 - average_order_value

Pro-active agent

Set up intelligent alerts that notify stakeholders before issues escalate.

revenue_monitor.yaml
1
revenue_monitor.yaml
1# Proactive Agent Configuration
2name: revenue_monitor
3description: Monitors revenue KPIs
4
5schedule:
6 cron: "0 */6 * * *" # Every 6 hours
7 timezone: UTC
8
9models:
10 - sales_metrics
11
12glossary:
13 - revenue_by_region
14 - customer_lifetime_value
15 - average_order_value
16
17
18thresholds:
19 daily_revenue:
20 warning: 45000
21 critical: 35000
22
23notifications:
24 slack: "#revenue-alerts"
25 email: finance@company.com

Predictive agent

Leverage ML models to forecast trends and anticipate future states.

purchase_predictor.yaml
1
purchase_predictor.yaml
1# Churn Prediction Agent
2name: churn_predictor
3description: Predicts customer churn
4
5schedule:
6 cron: "0 8 * * *" # Daily at 8 AM
7 timezone: UTC
8
9models:
10 - customers
11 - orders
12
13features:
14 - days_since_last_purchase
15 - average_order_value
16 - purchase_frequency
17 - total_spent
Chat over your data app

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.

BigQuery
Snowflake
Databricks
Looker
Tableau
Power BI
BigQuery
hunch-bigquery
Connected

Credentials Configuration

Configure the credentials for BigQuery integration.

hunch-analytics-prod
analytics_warehouse
••••••••••••••••••••••••

Access data assets from any internal AI agent you're building.

LangChain
agent_with_hunch.py
1from hunch import HunchClient
2from langchain.tools import tool
3
4hunch = HunchClient(api_key="...")
5
6@tool
7def ask_hunch(question: str) -> str:
8"""Ask questions about data definitions and calculations."""
9return hunch.query(question)
10
11# Your agent can now ask:
12ask_hunch("How is MRR calculated, and what affects it?")

Connect to Claude, ChatGPT, or Cursor to speed up every analytics task.

Claude
OpenAI
Cursor
How can I help you today?
Claude Opus 4.1

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

SEE HUNCH IN ACTION

Book a demo

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Experience the power of instant data queries