What is text-to-SQL?
Turns plain-language questions into SQL and builds live dashboards over your own databases. Ask in Azerbaijani, Russian or English.
What Is Text-to-SQL?
Text-to-SQL is a technology that translates plain-language questions into structured SQL queries, enabling anyone in an organization to retrieve accurate, data-backed answers from a relational database without writing a single line of code. Instead of depending on a data analyst to hand-craft every query, a business user simply types a question the way they would ask a colleague — and the system handles all the technical translation automatically. The result is faster decisions, fewer bottlenecks, and a data culture that extends beyond the engineering team to every department that needs insight.
Allmaz delivers this capability as a self-hosted, trilingual solution purpose-built for organizations in Azerbaijan and the wider region. The platform connects directly to your own databases, supports questions in Azerbaijani, Russian, and English, and operates under a strict read-only design so your data is never at risk of accidental modification. Because the entire solution runs on infrastructure you control — deployed via Docker — your database credentials and business data never leave your environment, satisfying even the most demanding data-governance and compliance requirements.
Key Benefits of Text-to-SQL
Democratizes data access — business users across finance, operations, sales, and HR can query databases directly without any SQL expertise, reducing dependence on technical teams.
Eliminates repetitive query work — analysts stop spending time rewriting the same common queries and can focus on higher-value interpretation and strategy instead.
Serves every team member in their preferred language — full support for Azerbaijani, Russian, and English means no language barrier stands between a user and their data.
Protects data integrity by design — a least-privilege, read-only database role restricted to SELECT statements makes it structurally impossible to modify, insert, or delete any data.
Builds confidence through complete transparency — every answer surfaces the exact SQL query that produced it, so results can be reviewed, audited, and independently verified at any time.
Keeps sensitive data entirely within your control — self-hosted deployment on any Docker host means database credentials and business data never leave your own infrastructure.
Core Features
Plain-Language Querying
Ask questions about your data in everyday language and receive precise SQL-backed answers instantly, with no technical knowledge required.
Live Dashboard Builder
Automatically turn query results into live dashboards connected directly to your own databases, so charts and tables always reflect current data.
Trilingual Interface
Interact fully in Azerbaijani, Russian, or English — the system understands and responds in whichever language you choose.
Read-Only Safety Layer
The system operates under a least-privilege database role that can only SELECT, making it structurally impossible to modify or delete your data.
Transparent SQL Audit Trail
Every answer is accompanied by the exact SQL statement that was executed, giving analysts and auditors full visibility into how results were derived.
Self-Hosted Deployment
The solution runs on any Docker host inside your own infrastructure, ensuring your database credentials and business data remain entirely within your control.
How Text-to-SQL Works
Frequently Asked Questions
Do I need to know SQL or have a technical background to use this tool?
No technical background is required. The entire purpose of text-to-SQL is to remove that barrier. You type a question in plain language — the same way you would ask a colleague — and the system generates and executes the appropriate SQL query automatically, returning a clear, data-backed answer.
Can the system accidentally modify or delete data in my database?
No. The solution is read-only by design and connects to your database through a least-privilege role that is restricted exclusively to SELECT statements. It is structurally impossible for the system to insert, update, or delete any data, regardless of how a question is phrased.
Which languages can I use when asking questions?
You can ask questions in Azerbaijani, Russian, or English. The system is built to understand all three languages natively, so every team member can work in whichever language they are most comfortable with — there is no need to switch to a single corporate language to get results.
Does my data leave my servers during processing?
No. The solution is fully self-hosted and deploys on any Docker host you control. All query processing happens within your own infrastructure, and your database credentials and business data never travel to any external environment.
How can I verify that the answers the system returns are accurate?
Every answer includes the exact SQL query that was executed to produce it. You, your analysts, or your auditors can review that query, copy it, run it independently in any standard database client, and confirm that the result matches what the system returned. This transparent audit trail is a core part of the design, not an optional add-on.
Ready to Ask Your Database a Question?
Explore how Allmaz text-to-SQL can give your team direct, safe, and transparent access to the data they need — in the language they prefer, on infrastructure you own.
Request a demo