Natural-language business intelligence
Turns plain-language questions into SQL and builds live dashboards over your own databases. Ask in Azerbaijani, Russian or English.
What Is Natural-Language Business Intelligence?
Natural-language business intelligence (NL BI) is the practice of letting any member of an organisation query their own data by typing a plain question — no SQL expertise, no specialist tooling, and no dependency on a developer or data analyst. Instead of constructing database queries by hand, a user simply asks something like 'What were our top-selling products last month?' and the system automatically translates that question into a precise SQL statement, executes it against the connected database, and returns a live, structured result. The entire cycle — from question to answer — takes seconds, which means business decisions can be grounded in current data rather than waiting for a report to be prepared.
Key Benefits of Natural-Language BI
Removes the SQL barrier — business users get immediate answers without depending on a developer or data analyst to write queries on their behalf.
Accelerates decision-making by translating a plain-language question into a live dashboard result in seconds, keeping analysis aligned with real-time data.
Supports Azerbaijani, Russian, and English, so every member of a multilingual team can ask questions and interpret results in their preferred language.
Keeps data fully under your control — the system is self-hosted and runs on any Docker host you already manage, with no data ever leaving your own infrastructure.
Builds trust and enables auditing through complete transparency: every answer displays the exact SQL query that produced it, so results can be reviewed and verified at any time.
Minimises risk with a read-only, least-privilege database role restricted exclusively to SELECT operations, making it architecturally impossible for any query to modify, insert, or delete data.
Core Features
Plain-Language to SQL
Type a question in everyday language and the system automatically generates the corresponding SQL query, executes it against your database, and returns structured results — no manual query writing needed.
Live Dashboards
Answers are surfaced as live dashboards built directly over your own databases, so the data you see always reflects the current state of your systems rather than a stale export.
Trilingual Support
Ask questions in Azerbaijani, Russian, or English. The system understands all three languages, making it accessible to diverse teams without requiring a common technical language.
Full SQL Transparency
Every answer comes with the exact SQL statement that was executed. You can review, audit, or share the query to verify how a result was derived.
Read-Only by Design
The system connects to your database through a least-privilege role restricted to SELECT operations only, ensuring that no query — however it is phrased — can modify or delete your data.
Self-Hosted Deployment
The entire solution drops onto any Docker host, meaning it runs inside your own environment. Your data never leaves your infrastructure to reach a third-party cloud service.
How It Works
Frequently Asked Questions
Do I need to know SQL or have a technical background to use this system?
No technical background is required. The core purpose of natural-language BI is to remove the SQL barrier entirely. You type a question in plain language — in Azerbaijani, Russian, or English — and the system handles all query generation and execution automatically. Business users can get answers independently, without waiting for a developer or analyst.
Can the system accidentally change or delete data in my database?
No, and this protection is architectural rather than just a setting. The system connects to your database exclusively through a least-privilege role that is restricted to SELECT operations. It is therefore impossible for any question, however it is phrased, to trigger an insert, update, or deletion in your data.
Where does my data go when I ask a question?
Your data never leaves your own environment. Because the system is fully self-hosted on your own Docker infrastructure, every query is executed inside your perimeter. There is no external cloud service involved in processing your questions or returning results.
Which languages can I use to ask questions, and can different team members use different languages?
You can ask questions in Azerbaijani, Russian, or English, and different team members can each use whichever language they prefer — the system understands all three simultaneously. This makes it practical for multilingual organisations where not every employee shares a common working language.
How can I verify that an answer is accurate and reflects the right data?
Every answer the system returns includes the exact SQL query that was executed to produce it. You or a technical colleague can read that query directly to confirm the logic, the filters applied, and the tables referenced. This full transparency means results are auditable at any time without needing to trust the system blindly.
Ready to Ask Your Data a Question?
Explore how Allmaz natural-language BI can connect to your databases and put live answers in the hands of your whole team — in the language they work in, on infrastructure you control.
Request a demo