DBAsk, metadata-powered AI

DBAsk: Enterprise Semantic Intelligence for Your Database

AI is only as good as its context. DBAsk turns your database into an AI-ready knowledge system, combining metadata, semantics, and governance with a private AI model.

DBAsk generates the SQL, you review it, then run it. Entirely within your perimeter, no public model calls.

Zero
Public model exposure
100%
Within your perimeter
Always
SQL shown before it runs
DBAsk · Generated SQL
Business Question

"What revenue will we lose if Region North declines by 8%?"

SELECT region, SUM(revenue) * 0.08
  AS projected_loss
FROM sales.fact_revenue
WHERE region = 'North'
GROUP BY region;
Awaiting your review, nothing runs until you approve it

AI needs more than data

Large language models are exceptional at language, not at your business. Without context they guess, without metadata they drift, without governance they become a risk.

DBAsk gives AI the missing knowledge layer: what each table means, how objects relate to one another, and how SQL should be written.

What every table means
How objects relate to each other
How business terms relate
Where data originates
Who can access it
How SQL should be written

The metadata engine, not the model, is what makes DBAsk trustworthy

The model matters, but it's what DBAsk builds between the model and your data that turns a question into SQL you can check.

Business User
Natural language
DBAsk Metadata Engine
Business Glossary
Data Dictionary
Relationships
Lineage
Security
Canonical Metrics
Semantic Models
SQL Best Practices
Your Database
Reviewable SQL

From source systems to a plain English question

DBAsk sits alongside your existing ETL, warehouse, and BI tools, it doesn't replace them.

DBAsk architecture diagram: business data sources (Oracle, SQL Server, CRM, SAP, DB2) flow through an ETL process into a data warehouse, your own database or SovereignDB, inside a sovereign cloud or on-premises boundary. A private and sovereign metadata repository and a private AI model running an open source model sit alongside it, giving business users a text-to-SQL interface, while BI reporting tools such as Tableau and Power BI draw from the same warehouse.

Built in four steps, entirely in your environment

01

Your Data, Your Database

DBAsk connects to the relational database you already run, or we provision SovereignDB as your managed foundation. Access is read-only, and only metadata is stored, never your data, and it stays inside your private environment.

02

Isolated AI Engine

A private AI model is deployed into your environment. No public APIs. All inference happens on dedicated infrastructure inside your perimeter.

03

DBAsk Intelligence

The metadata engine and AI interface are built on top, turning plain English questions into transparent, reviewable SQL grounded in your actual business definitions.

04

Human-in-the-Loop Review

DBAsk generates the SQL and shows its sources, but never runs it. A person on your team always reviews, approves, and executes it, DBAsk never acts on its own.

DBAsk gives you the SQL, not the answer

DBAsk never hides the SQL, and never runs it for you. The metadata and business definitions behind it are shown too, so your team can check it's correct. If anything is unclear, explain mode walks through the query and sets out which objects were used and why.

Generated SQL shown in full
Metadata sources cited
Business definitions used
Explain mode: a plain English breakdown of the query
You review and run it, DBAsk never executes on its own
generated_query.sql
SELECT region, SUM(revenue) * 0.08
  AS projected_loss
FROM sales.fact_revenue
WHERE region = 'North'
GROUP BY region;
Ready for your review, run it once you're satisfied it's correct

One platform, two ways to deploy

The full DBAsk platform either way: private AI engine, metadata layer, ongoing support. The only difference is what's underneath: your database, or a fully managed SovereignDB instance.

Bring Your Own Database

AI on Your Database

Add private AI to the relational database you already run

  • AI server & API, deployed to your environment
  • Metadata repository built inside your existing database
  • Ongoing metadata support & consulting included
Fully Managed

AI + Managed Database (SovereignDB)

We build and host the entire platform for you

  • AI server & connecting API, provided by us
  • We set up & manage the relational database (SovereignDB)
  • Metadata repository created & populated within this new DB

A note on DBAaaS: it can be added to Bring Your Own Database for day-to-day DBA operations. With Fully Managed, we already operate SovereignDB, so it's not a separate add-on there. Keeping metadata current is data governance, included as part of DBAsk either way.

What DBAsk delivers

Ask Anything, In Plain English

Business users ask questions naturally, analysts get complex SQL in seconds. No query language required on either side.

Metadata Intelligence

DBAsk continuously discovers and documents your data: glossary, table and column definitions, relationships, and business rules.

Transparent SQL

DBAsk never hides the query. Every result comes with the SQL, sources, and definitions used, so you can verify before you trust.

Explain Mode

Ask DBAsk to explain the SQL it just generated. It breaks down which objects it used and why, and the metadata behind each choice, so a reviewer can check the logic without reading the query line by line.

Full Observability

Every AI interaction, query, and data access event is logged and auditable. Meets requirements for GDPR, ISO 27001, and sector-specific frameworks.

Sovereign by Design

Deployed entirely within your perimeter. No public model calls, no cloud egress, no shared infrastructure.

VLDB Managed

Our specialists handle deployment, metadata curation, model performance, and ongoing support, without touching your underlying data.

Designed for every team, built for organisations that can't expose data

No public model calls, so it suits every team that touches the data, and sectors where exposure isn't an option.

Business Users

Ask questions naturally. No SQL required, and no waiting on a report queue.

Analysts

Generate complex SQL in seconds, then inspect, refine, and run it with full confidence in the source.

Data Engineers

Let DBAsk automatically document data assets instead of maintaining a wiki no one reads.

Data Governance

Centralise business definitions and canonical metrics so every team works from the same source of truth.

Regulated Industries

Law firms, financial services, and healthcare organisations get AI-assisted insight that never leaves their perimeter, with full audit trails.

CIOs & IT Leaders

Safely scale enterprise AI with governance, security, and observability built in from day one.

Stop asking AI to guess. Teach it.

Talk to our specialists about deploying DBAsk and giving your teams reviewable, transparent SQL.