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Qontexta Documentation

Build trusted context for your enterprise.

Connect your repository and Data Platform. Let Qontexta discover the business context, generate the semantic implementation and prepare every change for approval.

Start building → Explore concepts
01QuickstartFrom zero to your first approved Domain. 02Connect a repositoryBring your existing semantic model. 03Connect a Data PlatformInspect schemas, fields and relationships.
Enterprise Knowledge→ Trusted Context→ Reliable AI

Getting started

From intent to implementation.

Qontexta is AI-first. You describe what the business needs; Qontexta proposes the knowledge model and generates the technical implementation for review.

01

Define the objective

Tell Qontexta your sector, department and business goal.

Start with AI →
04

Approve changes

Review Cubes, Measures, Dimensions and the generated pull request.

Review workflow →

Core concepts

Learn how Qontexta thinks.

Business concepts remain stable. Technical implementation remains inspectable and replaceable.

Business

Domain

A business subject that groups related Metrics and provides the context in which they are understood.

Read about Domains →

Business

Metric

A governed business calculation with a definition, owner and technical implementation.

Read about Metrics →

Business

Entity

A business axis used to analyse Metrics, implemented technically as a Dimension.

Read about Entities →

Platform

One workflow. Three capabilities.

Context Studio creates and reviews context. The Semantic Repository governs it. The Semantic Engine executes it.

01

Context Studio

Where AI-generated business knowledge is reviewed, refined and governed.

  • Domains
  • Metrics
  • Entities
  • Policies
  • Perspective
→

02

Semantic Repository

Where semantic definitions are versioned, reviewed and approved.

  • Branches
  • Pull requests
  • History
  • Audit
  • Environments
→

03

Semantic Engine

Where approved meaning becomes executable for every consumer.

  • SQL
  • REST
  • GraphQL
  • MCP
  • Security

Developers

One trusted context. Every interface.

Serve the same approved business meaning to AI agents, BI tools and applications.

RESTGraphQLSQLMCPSDKCLI
{
  "domain": "profitability",
  "metric": "gross_margin",
  "entities": ["business_unit", "product"],
  "status": "trusted",
  "available_via": ["rest", "sql", "mcp"]
}

Guides

Go deeper.

Guide

Your repository

Understand how Qontexta works with repository ownership, branches and pull requests.

Guide

Connect a warehouse

Connect and inspect the Data Platform that powers your semantic implementation.

Concept

Model and meaning

Keep business definitions aligned with their technical implementation.

Guide

Environments

Use branches and deployments to promote trusted semantic changes.

Guide

Connect your agents

Expose context through MCP with permissions and governed definitions.

Concept

Product concepts

Domain, Metric, Entity, Policy, Cube and Perspective in nine words.

Ready to build trusted context?

Start with the Quickstart and create your first Domain with Qontexta.

Open Quickstart → Visit qontexta.ai