Background
Mium

MiumAI Agent Platform for Ontul

Mium Key Features

Without Ontul, Mium is meaningless. Every capability — natural-language analytics grounded in certified definitions, job lifecycle, code generation — is built around Ontul as the data engine.

Natural-Language Analytics

Ask in plain language and Mium queries Ontul and answers with tables, charts or a single value. Inspect, edit and rerun the SQL it ran, with conversation memory across turns.

Answers from Certified Definitions

Answers are grounded in the metrics, dimensions, join paths and ontology certified in Ontul, and every answer shows which definitions it used and whether they are certified.

Semantic and Image Search

Full-text, vector similarity, graph traversal and hybrid search through Ontul retrievers, plus image search: paste a picture to find similar items.

Report Export

Export results to CSV, Markdown, Excel, PDF and PowerPoint. Server-rendered files are stored encrypted on local disk or S3-compatible storage.

Develop Cells and Ontul Jobs

Generate SQL, Java or Python job code from natural language and submit it as an Ontul batch or streaming job, then check status, logs and history or stop it from the conversation.

Answers That Improve with Use

Analyst-verified queries are reused for the same question with the verifier named, house rules written once in plain text apply to every question, and benchmarks measure accuracy.

Pluggable LLM Backends

Supports Anthropic Claude and self-hosted Ollama, with a different model and credentials per user. Credentials are stored encrypted.

IAM, KMS and SSO Security

JSON-policy IAM with access keys and STS temporary credentials, AES-256-GCM envelope encryption with rotatable KMS keys, and SSO via OIDC, SAML 2.0 and LDAP.

High-Availability Cluster

A Master-Worker cluster with ZooKeeper leader election: any master gives the same answer and workers run LLM and tool calls in parallel. Includes S3 backup and a unified admin console.

Use Cases

Business Data Analytics

Business users without SQL skills query and analyze Ontul data in natural language — answering from certified metric definitions, with the definitions used shown beside every answer.

Ontul Job Operations

Data engineers submit, monitor and kill Batch and Streaming jobs from chat, and generate SDK source to land jobs in a pipeline faster.

Reports & Exports

Hand off analysis results as Chart, Markdown, Excel, PDF or PPTX — shareable reports on demand. Server-rendered files are envelope-encrypted at rest before download.

On-Premises Sovereign AI

Run LLM-driven analytics on your own infrastructure — data never leaves your network, and operations align with the rest of the CCL stack.

Considering Mium for your data platform?

Ontul-First · Sovereign AI · On-Prem.

Start natural-language analytics and job orchestration with an AI agent platform purpose-built for Ontul.