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How It WorksThe end-to-end flow, in one scroll AI Discovery AgentsAutonomous agents that write their own SQL AskAgentic Data Q&A over your warehouse Validated InsightsSeverity-ranked findings, verified against your warehouse RecommendationsPrioritized next steps with target, impact, and action PlaybooksIndustry intelligence, swappable without code Discovery LedgerWhat each run learned, carried into the next

All features on one page

BigQueryServerless, read-only by IAM RedshiftRead-only on your cluster SnowflakeRead-only by role, your warehouse PostgreSQLReads your schemas in place DatabricksUnity Catalog, read-only Microsoft SQL ServerEncrypted, read-only login Oracle DatabaseEnterprise12c and newer · RAC · Autonomous SAP HANAEnterpriseHANA Cloud & on-prem 2.0

Data sources

Knowledge sourcesEnterpriseGoogle Drive and file uploads

By department

MarketingChannels, cohorts, and campaigns that paid back Sales & RevOpsDeals at risk, expansion signals, trial scoring ProductActivation funnels and retention sequences Data TeamsThe exploratory backlog, run overnight

By industry

SaaS & B2B Marketplaces Fintech & Payments Banking & Wealth Insurance Mobile Games Media & Streaming Consumer Subscription Travel & Hospitality Telco Retail (Omnichannel)Logistics & Supply Chain Healthcare & Life Sciences Real Estate & PropTech Education & EdTech Energy & Utilities Public Sector

All departments All industries

Self-hostOpen source, AGPL v3. Docker, Helm, Terraform EnterpriseSSO, governance, audit — contact for pricing CloudManaged DecisionBox — waitlist open

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Recent posts

2026

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Your First AI Discovery: E-Commerce Dataset on Redshift

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Product

Overview
Self-host
Features
How It Works
AI Agents
Ask
Insights
Recommendations
Playbooks
Discovery Ledger
Blog

Solutions by department

Overview
Marketing
Sales & RevOps
Product
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Solutions by industry

All industries
SaaS & B2B
Marketplaces
Fintech & Payments
Banking & Wealth
Insurance
Mobile Games
Media & Streaming
Consumer Subscription
Travel & Hospitality

Telco
Retail (Omnichannel)
Logistics & Supply Chain
Healthcare & Life Sciences
Real Estate & PropTech
Education & EdTech
Energy & Utilities
Public Sector

Enterprise & Cloud

Enterprise overview
SSO & Identity
Data Governance
Audit Logging
Slack Integration
Fine-tuning
Notifications
Run Scheduling
Knowledge Sources
Mobile & Desktop App
Cloud (waitlist)
Contact

Integrations

BigQuery
Redshift
Snowflake
PostgreSQL
Databricks
Microsoft SQL Server
Oracle Database — Enterprise
SAP HANA — Enterprise
Knowledge Sources — Enterprise

Documentation

Quick Start
Architecture
API Reference

Extend

Creating Playbooks
Adding LLM Providers
Adding Warehouse Providers

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